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"GlorotUniform", "config": {"seed": null}, "shared_object_id": 44}, "recurrent_initializer": {"class_name": "Orthogonal", "config": {"gain": 1.0, "seed": null}, "shared_object_id": 45}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 46}, "unit_forget_bias": true, "kernel_regularizer": null, "recurrent_regularizer": null, "bias_regularizer": null, "kernel_constraint": null, "recurrent_constraint": null, "bias_constraint": null, "dropout": 0.0, "recurrent_dropout": 0.0, "implementation": 2}, "shared_object_id": 47}2 +}root.keras_api.metrics.0"_tf_keras_metric*{"class_name": "Mean", "name": "loss", "dtype": "float32", "config": {"name": "loss", "dtype": "float32"}, "shared_object_id": 50}2 +~root.keras_api.metrics.1"_tf_keras_metric*{"class_name": "RootMeanSquaredError", "name": "rmse", "dtype": "float32", "config": {"name": "rmse", "dtype": "float32"}, "shared_object_id": 21}2 \ No newline at end of file diff --git a/model/bi_lstm_model0.pkl/saved_model.pb b/model/bi_lstm_model0.pkl/saved_model.pb new file mode 100644 index 0000000..dc82fd9 Binary files /dev/null and b/model/bi_lstm_model0.pkl/saved_model.pb differ diff --git a/model/bi_lstm_model0.pkl/variables/variables.data-00000-of-00001 b/model/bi_lstm_model0.pkl/variables/variables.data-00000-of-00001 new file mode 100644 index 0000000..d3a72db Binary files /dev/null and b/model/bi_lstm_model0.pkl/variables/variables.data-00000-of-00001 differ diff --git a/model/bi_lstm_model0.pkl/variables/variables.index b/model/bi_lstm_model0.pkl/variables/variables.index new file mode 100644 index 0000000..3514763 Binary files /dev/null and b/model/bi_lstm_model0.pkl/variables/variables.index differ diff --git a/model/model.ipynb b/model/model.ipynb deleted file mode 100644 index 023414c..0000000 --- a/model/model.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"id":"CSsX8Vx0dswf"},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","from sklearn import metrics # for the evaluation\n","from sklearn.preprocessing import LabelEncoder,MinMaxScaler\n","import tensorflow as tf\n","pd.set_option('display.max_columns', None)\n","pd.set_option('display.max_rows', None)\n","import math\n","from keras.models import Sequential\n","from keras.layers import LSTM, Bidirectional, Dense\n","import math"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":20745,"status":"ok","timestamp":1657369368262,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"dyb1tygxd7kW","outputId":"7973f50b-4b27-46e1-c182-f1558da810d6"},"outputs":[{"name":"stdout","output_type":"stream","text":["Mounted at /content/drive\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2,"status":"ok","timestamp":1657369368553,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"Mz-IRFRDhdHU","outputId":"3d52704e-eb93-45b1-b510-272861b0925e"},"outputs":[{"name":"stdout","output_type":"stream","text":["Found GPU at: /device:GPU:0\n"]}],"source":["import tensorflow as tf\n","device_name = tf.test.gpu_device_name()\n","if device_name != '/device:GPU:0':\n"," raise SystemError('GPU device not found')\n","print('Found GPU at: {}'.format(device_name))"]},{"cell_type":"markdown","metadata":{"id":"aILZOuW_dswk"},"source":["### data"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"9UtbrF9Jdswm"},"outputs":[],"source":["log_ddf=pd.read_csv(\"/content/drive/MyDrive/AI-HPA_Model/data/log_df.csv\")\n","log_ddf.drop([0], inplace=True)\n","log_ddf.reset_index(inplace=True)\n","log_ddf.drop(['index'], axis=1, inplace=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6,"status":"ok","timestamp":1657372843716,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"kVt2XX7Adswn","outputId":"dfb3cfad-456d-4432-9aeb-20b3a3fb8792"},"outputs":[{"data":{"text/plain":["datetime 0\n","ip 0\n","dtype: int64"]},"execution_count":86,"metadata":{},"output_type":"execute_result"}],"source":["log_ddf.isnull().sum()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":284,"status":"ok","timestamp":1657372845448,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"wdR9DWsPK_63","outputId":"953e9ac7-3bb3-4715-ec53-a68938b26674"},"outputs":[{"data":{"text/plain":["(1.0, 1982.0)"]},"execution_count":87,"metadata":{},"output_type":"execute_result"}],"source":["log_ddf.min()['ip'], log_ddf.max()['ip']"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"rM4c6tpULOpl"},"outputs":[],"source":["# cpu 전체 사용량으로 변환(0.021~41.622)\n","log_ddf[\"cpu_usage\"]=log_ddf[\"ip\"]*0.021"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":354,"status":"ok","timestamp":1657356122530,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"-KcbEud2MH0P","outputId":"9b26dd6a-f5df-47bb-b52a-12841aac17c3"},"outputs":[{"data":{"text/plain":["(0.021, 41.622)"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["log_ddf.min()['cpu_usage'], log_ddf.max()['cpu_usage']"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":422},"executionInfo":{"elapsed":1554,"status":"ok","timestamp":1657288916779,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"8cLdbiMldswp","outputId":"69e9e764-58bd-4195-c32a-2e2c2b54513c"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABqwAAAJMCAYAAACPX4cwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5hkZ30n+t+xZXZZ771w19bjx5jdO9673uuHDTa7YMNi7/Xa2Oa5iGiuvYBtjAnrxXhtsMEDJhmBJAxIwIhg5QACCSUkjbJmJE3OOaee3DM9ocNM5+5z/+ju0YQO1d1V9Z469fk8jx51V1ef85vqqnPec75vyPI8DwAAAAAAAEjlx1IXAAAAAAAAQHMTWAEAAAAAAJCUwAoAAAAAAICkBFYAAAAAAAAkJbACAAAAAAAgKYEVAAAAAAAASV1Wz5399E//dD5nzpx67hIAAAAAAIACWLNmzYk8zy8f72d1DazmzJkTq1evrucuAQAAAAAAKIAsy/ZP9DNTAgIAAAAAAJCUwAoAAAAAAICkBFYAAAAAAAAkJbACAAAAAAAgKYEVAAAAAAAASQmsAAAAAAAASEpgBQAAAAAAQFICKwAAAAAAAJISWAEAAAAAAJCUwAoAAAAAAICkBFYAAAAAAAAkJbACAAAAAAAgKYEVAAAAAAAASQmsAAAAAAAASEpgBQAAAAAAQFICKwAAAAAAAJISWAEAAAAAAJCUwAoAAAAAAICkBFYAAAAAAAAkJbACAAAAAAAgKYEVAAAAAAAASQmsAAAAAAAASEpgBZTC8r0n47/fsCwGh4ZTlwIAAAAAwDRdlroAgGr4yN3r42hHbxzv6ouXvfTFqcsBAAAAAGAajLACAAAAAAAgKYEVAAAAAAAASQmsAAAAAAAASEpgBQAAAAAAQFICKwAAAAAAAJISWAEAAAAAAJCUwAoAAAAAAICkBFYAAAAAAAAkJbACAAAAAAAgKYEVAAAAAAAASQmsAAAAAAAASEpgBQAAAAAAQFICKwAAAAAAAJISWAEAAAAAAJBUxYFVlmU/nmXZuizLHhn9/uezLFuRZdnuLMvuzrLsRbUrEwAAAAAAgLKazgirv4yIbed9/6WIuC7P838TEacj4n3VLAxgJpbuORlPbT2WugwAAAAAAKahosAqy7KXR8QbI+Km0e+ziPjNiLh39Cm3R8Rba1EgwHT8zQ83xAfuWJ26DAAAAAAApqHSEVZfi4iPR8Tw6Pc/FRHteZ4Pjn5/KCJ+rsq1AVQsS10AAAAAAAAzNmVglWXZFRFxPM/zNTPZQZZlH8yybHWWZavb2tpmsgkAAAAAAABKrJIRVq+LiDdnWdYSET+IkakAvx4RL82y7LLR57w8Ig6P98t5nt+Q5/mr8jx/1eWXX16FkgEAAAAAACiTKQOrPM8/kef5y/M8nxMR/z0iFuR5/u6IWBgR7xh92nsi4kc1qxIAAAAAAIDSqnQNq/H8bUR8NMuy3TGyptXN1SkJAAAAAACAZnLZ1E95QZ7nz0bEs6Nf742IX6l+SQAAAAAAADST2YywAiispXtOpC4BAAAAAIAKCayAUjjS0XvB9++6cUVsPNSeqBoAAAAAAKZDYAWU1smz/alLAAAAAACgAgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIroLTuXLY/dQkAAAAAAFRAYAWU1oLtx1OXAAAAAABABQRWAAAAAAAAJCWwAgAAAAAAICmBFQAAAAAAAEkJrAAAAAAAAEhKYAUAAAAAAEBSAisAAAAAAACSElgBAAAAAACQlMAKAAAAAACApARWQMM7eKo7dQkAAAAAAMyCwApoeL/+DwtTlwAAAAAAwCwIrAAAAAAAAEhKYAUAAAAAAEBSAisAAAAAAACSElgBAAAAAACQlMAKAAAAAACApARWQOnleR6Pbjoag0PDqUsBAAAAAGAcAiug9B7f3Bof+t7a+Paze1KXAgAAAADAOARWQOmdPNsfERFHO3sTVwIAAAAAwHgEVgAAAAAAACQlsAIAAAAAACApgRVQemf7BiMionv0/wAAAAAAFIvACii9qx/bHhERD64/krgSAAAAAADGI7ACAAAAAAAgKYEVAAAAAAAASQmsgFLrHRhKXQIAAAAAAFMQWAGl9nvfXpq6BAAAAAAApiCwAkpty5HO1CUAAAAAADAFgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKSmDKyyLPunWZatzLJsQ5ZlW7Is+/vRx38+y7IVWZbtzrLs7izLXlT7cgEAAAAAACibSkZY9UXEb+Z5/ksR8csR8YYsy14TEV+KiOvyPP83EXE6It5XuzIBAAAAAAAoqykDq3zEmdFvf2L0vzwifjMi7h19/PaIeGtNKgQAAAAAAKDUKlrDKsuyH8+ybH1EHI+IpyJiT0S053k+OPqUQxHxc7UpEQAAAAAAgDKrKLDK83woz/NfjoiXR8SvRMQvVrqDLMs+mGXZ6izLVre1tc2wTAAAAAAAAMqqosBqTJ7n7RGxMCJeGxEvzbLsstEfvTwiDk/wOzfkef6qPM9fdfnll8+qWAAAAAAAAMpnysAqy7LLsyx76ejXL46I346IbTESXL1j9GnviYgf1apIAAAAAAAAyuuyqZ8SPxsRt2dZ9uMxEnDdk+f5I1mWbY2IH2RZ9oWIWBcRN9ewTgAAAAAAAEpqysAqz/ONEfHKcR7fGyPrWQEAAAAAAMCMTWsNKwAAAAAAAKg2gRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAAAAACApgRUAAAAAAABJCawAAAAAAABISmAFAAAAAABAUgIrAAAAAAAAkhJYAQAAAAAAkJTACgAAAAAAgKQEVgAAAAAAACQlsAIAAACmZXg4j6se3RYHT3WnLgUAgJIQWAEAAADTsvVoZ9zw/N748F1rU5cCAEBJCKwAAACAGRkczlOXAABASQisAAAAAAAASEpgBQAAAAAAQFICKwAAAACYxKHT3bGq5VTqMgCg1ARWUFJdvQMxZ+78eHxza+pSAAAAoKH92pcWxv/3nWWpywCAUhNYQUm1nOiOiIjrF+5KXAkAAAAAAExOYAUAAAAAAEBSAisAAAAAAACSElgBAAAAAACQlMAKAAAAAACApARWAAAAAAAAJCWwAgAAAAAAICmBFZRU/9BwRETkeeJCAAAAAABgCgIrKKGO7oH4vW8vjYiILUc6E1cDTFee5/GFR7bGrmNdqUsBAAAAgLoQWEEJ7W47k7oEYBaOdvTGTYv3xR/fsjJ1KQAAAABQFwIrAAAAYErrD7bHV5/ckboMAABKSmAFAAAATOmt31wS8xbsvuAxa+YCAFAtAisooZ7+odQlAAAAAABAxQRWUEK9AwIrAAAAAAAah8AKAAAAAACApARWAAAAAAAAJCWwAgAAAAAAICmBFQAAAAAAAEkJrAAAAAAAAEhKYAUAAAAAAEBSAisooTx1AUBVDAz5NAMAAADQHARWAFAw7d0DERFx4kxf4koAAAAAoD4EVgBQMGf6BlOXAA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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(30,10))\n","\n","plt.plot(log_ddf['cpu_usage'])\n","\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":664373,"status":"ok","timestamp":1657289587505,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"jFjdtovsVoZE","outputId":"4ef57e85-a95c-4473-f63c-f74d6bbc7f61"},"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," import sys\n"]}],"source":["# max_usage에 따른 Pod 개수 산출\n","max_usage=0.5000 # ms\n","use_ratio=0.8 # 최대 사용 비율\n","log_ddf[\"pods\"]=-1\n","\n","for i in range(len(log_ddf[\"cpu_usage\"])):\n"," log_ddf[\"pods\"][i]=math.ceil(log_ddf[\"cpu_usage\"][i]/(max_usage*use_ratio))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1657289587505,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"EUoJYv3eZ2hQ","outputId":"0d0b7e1f-9a2f-4841-dbc8-db465e7a8f3a"},"outputs":[{"data":{"text/plain":["(1, 105)"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["log_ddf.min()['pods'], log_ddf.max()['pods']"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"lGHafaKOdFgE"},"outputs":[],"source":["log_ddf.to_csv(\"/content/drive/MyDrive/AI-HPA_Model/data/log_df_pods.csv\")"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"fMLVFu6MxQ-C"},"outputs":[],"source":["log_ddf=pd.read_csv(\"/content/drive/MyDrive/AI-HPA_Model/data/log_df_pods.csv\").drop([\"Unnamed: 0\"], axis=1)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":418},"executionInfo":{"elapsed":1387,"status":"ok","timestamp":1657369460021,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"HA1JBnld1LQ7","outputId":"796429d9-4368-4f93-fef0-c3c21d4fb70d"},"outputs":[{"data":{"image/png":"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"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(30,10))\n","\n","plt.plot(log_ddf['pods'][:100])\n","\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"7oXH_Aandswq"},"outputs":[],"source":["# univariate bidirectional lstm\n","from numpy import array\n","from keras.models import Sequential\n","from keras.layers import LSTM\n","from keras.layers import Dense\n","from keras.layers import Bidirectional\n","\n","from sklearn.metrics import mean_squared_error"]},{"cell_type":"markdown","metadata":{"id":"Q4TKxn7Kdswr"},"source":["### split a univariate sequence"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"fkD0NvJOdsws"},"outputs":[],"source":["def split_sequence(sequence, n_steps):\n"," X, y = list(), list()\n"," for i in range(len(sequence)):\n"," # find the end of this pattern\n"," end_ix = i + n_steps\n"," # check if we are beyond the sequence\n"," if end_ix > len(sequence)-1:\n"," break\n"," # gather input and output parts of the pattern\n"," seq_x, seq_y = sequence[i:end_ix], sequence[end_ix]\n"," X.append(seq_x)\n"," y.append(seq_y)\n"," return array(X), array(y)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"BUK_3PU5dsww"},"outputs":[],"source":["def shape_seq(raw_seq, n_steps, n_features):\n"," # raw_seq=list(log_ddf_null['ip'])[:60480]\n","\n"," # choose a number of time steps\n"," # n_steps = 30\n"," \n"," # split into samples\n"," X, y = split_sequence(raw_seq, n_steps)\n"," print('split sequence: ', X.shape, y.shape)\n","\n"," # reshape from [samples, timesteps] into [samples, timesteps, features]\n"," # n_features = 1\n"," X = X.reshape((X.shape[0], X.shape[1], n_features))\n","\n"," \n"," print('reshape: ', X.shape, y.shape)\n"," \n"," return X, y"]},{"cell_type":"markdown","metadata":{"id":"_Ji9xiwwdswt"},"source":["### input"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"YAmkLevNdswt"},"outputs":[],"source":["log_ddf['datetime']=pd.to_datetime(log_ddf['datetime'])\n","log_ddf=log_ddf.set_index(log_ddf['datetime'])\n","log_df_index=log_ddf.drop(['datetime'], axis=1)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HVb-mjBwdswu"},"outputs":[],"source":["def set_model(train_data, n_steps, n_features, epochs, verbose, val_data):\n"," # # define model\n"," # model = Sequential()\n","\n"," # # 다음 레이어에도 순환신경망이 나오는 경우, return_sequences = True로 설정하면 에러가 나지 않음\n"," # # Dense로 연결하는 경우 : return_sequences = False\n"," # model.add(Bidirectional(LSTM(50), input_shape=(n_steps, n_features)))\n"," # model.add(Dense(1))\n"," # model.compile(optimizer='adam', loss='mse')\n"," # # fit model\n"," # hist=model.fit(X, y, epochs=epochs, verbose=verbose)\n"," with tf.device('/device:GPU:0'):\n"," model = tf.keras.models.Sequential([\n"," Bidirectional(LSTM(200, return_sequences=True), input_shape=(n_steps, n_features)),\n"," Dense(128, activation='tanh'),\n"," Bidirectional(tf.keras.layers.LSTM(200)),\n"," tf.keras.layers.Dropout(0.4),\n"," Dense(128, activation='tanh'),\n"," Dense(128, activation='tanh'),\n"," tf.keras.layers.Dropout(0.4),\n"," Dense(units=n_steps),\n"," ])\n"," model.compile(optimizer='adam', loss=tf.keras.metrics.mean_squared_error, metrics=[tf.keras.metrics.MeanSquaredError(name='mse')])#tf.keras.optimizers.RMSprop(learning_rate=0.007), loss=tf.keras.metrics.mean_squared_error, metrics=[tf.keras.metrics.MeanSquaredError(name='mse')]\n"," model.summary() \n"," \n"," model_path = 'model.h5'\n"," early_stopings = tf.keras.callbacks.EarlyStopping(monitor='val_loss', min_delta=0, patience=20, verbose=1, mode='min')\n"," checkpoint = tf.keras.callbacks.ModelCheckpoint(model_path, monitor='val_loss', save_best_only=True, mode='min', verbose=0)\n"," callbacks=[early_stopings,checkpoint]\n"," hist=model.fit(train_data, epochs=epochs,steps_per_epoch=100,callbacks=callbacks, verbose=verbose,validation_data=val_data, validation_steps=20)\n"," return model"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"8XWlF7Whdswv"},"outputs":[],"source":["def get_mse(test_data, model, n_steps, n_features):\n"," # demonstrate prediction\n"," data_size=len(test_data)\n"," \n"," predict_list=[]\n","\n"," for i in range(data_size-n_steps):\n"," x_input = array(test_data[i:i+n_steps])\n"," x_input = x_input.reshape((1, n_steps, n_features))\n"," yhat = model.predict(x_input, verbose=0)\n"," predict_list.append([i+n_steps, yhat[0][0]])\n"," \n"," return mean_squared_error(test_data[n_steps:], pd.DataFrame(predict_list)[1])"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"6cuyj1e0F4gC"},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ujuwa2RSdsww"},"outputs":[],"source":["def process(data, cols, time_sample, n_steps, n_features, epochs, size, verbose,batch_size = 128, buffer_size = 150):\n"," mse_df=pd.DataFrame(columns=list(cols), index=list(time_sample))\n"," for t in time_sample:\n"," for i in range(2):\n"," if i==0:\n"," df=pd.DataFrame(data.resample(t).min());\n"," elif i==1:\n"," df=pd.DataFrame(data.resample(t).max()); \n"," # elif i==2:\n"," # df=pd.DataFrame(data.resample(t).mean());\n","\n"," X, y=shape_seq(array(list(df['ip'])[:size]), n_steps, n_features)\n"," train_data = tf.data.Dataset.from_tensor_slices((X, y))\n"," train_data = train_data.cache().shuffle(buffer_size).batch(batch_size).repeat()\n"," \n"," X_val, y_val=shape_seq(array(list(df['ip'])[size:10000]), n_steps, n_features)\n"," val_data = tf.data.Dataset.from_tensor_slices((X_val, y_val))\n"," val_data = val_data.batch(batch_size).repeat() \n"," \n"," model=set_model(train_data, n_steps, n_features, epochs, verbose, val_data)\n"," mse=get_mse(array(list(df['ip'])[size:10000]), model, n_steps, n_features)\n"," mse_df[cols[i]][t]=mse\n"," print(\"MSE ['%s']['%s'] : %f\\n--------------------------------------\\n\"%(cols[i], t, mse))\n"," min_val=100000\n"," min_time=''\n"," min_col=''\n"," for i in range(len(cols)):\n"," for j in range(len(time_sample)):\n"," if mse_df[cols[i]][time_sample[j]]"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(16,9))\n","plt.plot(hist.history['mse'])\n","plt.plot(hist.history['val_mse'])\n","plt.title('Model mse')\n","plt.ylabel('mse')\n","plt.xlabel('epoch')\n","plt.legend(['train mse', 'validation mse'])\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":567},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1657376419392,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"V1bz-x1Zdswz","outputId":"fd135172-24b5-491d-e67e-a3a39445b1f5"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(16,9))\n","plt.plot(hist.history['loss'])\n","plt.plot(hist.history['val_loss'])\n","plt.title('Model mse')\n","plt.ylabel('loss')\n","plt.xlabel('epoch')\n","plt.legend(['train loss', 'validation loss'])\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"NXRiFG1zdswz"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"nkbOH6YAdswz"},"source":["### plt"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Rf646eladsw0"},"outputs":[],"source":["def plot_input(test_data, model, n_steps, n_features):\n"," # demonstrate prediction\n"," data_size=len(test_data)\n"," \n"," predict_list=[]\n","\n"," for i in range(data_size-n_steps):\n"," x_input = array(test_data[i:i+n_steps])\n"," x_input = x_input.reshape((1, n_steps, n_features))\n"," yhat = model.predict(x_input, verbose=0)\n"," predict_list.append([i+n_steps, yhat[0][0]])\n","\n"," plt.figure(figsize=(30,10))\n"," plt.plot(list(test_data))\n"," plt.plot(pd.DataFrame(predict_list)[0], pd.DataFrame(predict_list)[1])\n"," #plt.plot(30, yhat, marker=\"H\")\n"," plt.show()\n"," \n"," print(\"MSE: \"+str(mean_squared_error(test_data[n_steps:], pd.DataFrame(predict_list)[1])))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":427},"executionInfo":{"elapsed":23670,"status":"ok","timestamp":1657376648902,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"fpYn0RPbdsw0","outputId":"94ace4ab-ce6f-4f2c-86e8-5a818ede39de"},"outputs":[{"data":{"image/png":"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"]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["MSE: 1117.261180154888\n"]}],"source":["test_data=list(log_df_index['ip'])[60500:61000]\n","predict_list=plot_input(test_data, model, n_steps, n_features)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"AsEtawGsDeVy"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"zta9sniPDF0F"},"source":["\n","- 오버피팅이 생겨서 원핫으로 바꾼 값으로 다시 학습시켜봄"]},{"cell_type":"markdown","metadata":{"id":"14To3PyQF8mR"},"source":["### split to one hot"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"jrJ7SdB2GABQ"},"outputs":[],"source":["def split_onehot(dataset, target, start, end, window, horizon):\n"," X = []\n"," y = []\n"," start = start + window\n"," if end is None:\n"," end = len(dataset) - horizon\n"," for i in range(start, end):\n"," indices = range(i-window, i)\n"," X.append(dataset[indices])\n"," indicey = range(i+1, i+1+horizon)\n"," y.append(target[indicey])\n"," return np.array(X), np.array(y) "]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pvnVvFUgGvjW"},"outputs":[],"source":["def process_onehot(data, cols, time_sample, n_steps, n_features, epochs, size, verbose,batch_size = 128, buffer_size = 150):\n"," mse_df=pd.DataFrame(columns=list(cols), index=list(time_sample))\n"," target=data[['pods']]\n"," data.drop(['pods'], axis=1, inplace=True)\n"," for t in time_sample:\n"," for i in range(3):\n"," if i==0:\n"," df=pd.DataFrame(data.resample(t).first())\n"," elif i==1:\n"," df=pd.DataFrame(data.resample(t).last()) \n"," elif i==2:\n"," df=pd.DataFrame(data.resample(t).median())\n","\n"," #X, y=shape_seq(array(list(df['pods'])[:size]), n_steps, n_features)\n"," X, y=split_onehot(array(df), array(target), 0, size, n_steps, n_features)\n"," \n"," train_data = tf.data.Dataset.from_tensor_slices((X, y))\n"," train_data = train_data.cache().shuffle(buffer_size).batch(batch_size).repeat()\n"," \n"," #X_val, y_val=shape_seq(array(list(df['pods'])[size:10000]), n_steps, n_features)\n"," X_val, y_val=split_onehot(array(df), array(target), size, 1100, n_steps, n_features)\n"," \n"," val_data = tf.data.Dataset.from_tensor_slices((X_val, y_val))\n"," val_data = val_data.batch(batch_size).repeat() \n"," \n"," #model=set_model(train_data, n_steps, n_features, epochs, verbose, val_data)\n","\n"," with tf.device('/device:GPU:0'):\n"," model = tf.keras.models.Sequential([\n"," Bidirectional(LSTM(200, return_sequences=True), input_shape=X.shape[-2:]),\n"," Dense(256, activation='tanh'),\n"," Bidirectional(tf.keras.layers.LSTM(200)),\n"," tf.keras.layers.Dropout(0.4),\n"," Dense(256, activation='tanh'),\n"," Dense(256, activation='tanh'),\n"," tf.keras.layers.Dropout(0.4),\n"," Dense(256, activation='tanh'),\n"," Dense(256, activation='tanh'),\n"," tf.keras.layers.Dropout(0.4),\n"," tf.keras.layers.Dropout(0.4),\n"," Dense(256, activation='tanh'),\n"," Dense(256, activation='tanh'),\n"," tf.keras.layers.Dropout(0.4),\n"," Dense(256, activation='tanh'),\n"," Dense(256, activation='tanh'),\n"," tf.keras.layers.Dropout(0.4),\n"," Dense(units=n_steps),\n"," ])\n"," model.compile(optimizer=tf.keras.optimizers.RMSprop(learning_rate=0.007), loss=tf.keras.metrics.mean_squared_error, metrics=[tf.keras.metrics.MeanSquaredError(name='mse')])#tf.keras.optimizers.RMSprop(learning_rate=0.007), loss=tf.keras.metrics.mean_squared_error, metrics=[tf.keras.metrics.MeanSquaredError(name='mse')]\n"," model.summary() \n"," \n"," model_path = 'model.h5'\n"," early_stopings = tf.keras.callbacks.EarlyStopping(monitor='val_loss', min_delta=0, patience=20, verbose=1, mode='min')\n"," checkpoint = tf.keras.callbacks.ModelCheckpoint(model_path, monitor='val_loss', save_best_only=True, mode='min', verbose=0)\n"," callbacks=[early_stopings,checkpoint]\n","\n"," hist=model.fit(train_data, epochs=epochs,steps_per_epoch=100,callbacks=callbacks, verbose=verbose,validation_data=val_data, validation_steps=20)\n","\n"," return hist, model\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":73316,"status":"ok","timestamp":1657362718418,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"QmaQ50QWG0TW","outputId":"6e6a92e2-e1da-416d-dc2d-5c9e01be95a9"},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: \"sequential_9\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n"," bidirectional_18 (Bidirecti (None, 5, 400) 481600 \n"," onal) \n"," \n"," dense_43 (Dense) (None, 5, 256) 102656 \n"," \n"," bidirectional_19 (Bidirecti (None, 400) 731200 \n"," onal) \n"," \n"," dropout_22 (Dropout) (None, 400) 0 \n"," \n"," dense_44 (Dense) (None, 256) 102656 \n"," \n"," dense_45 (Dense) (None, 256) 65792 \n"," \n"," dropout_23 (Dropout) (None, 256) 0 \n"," \n"," dense_46 (Dense) (None, 256) 65792 \n"," \n"," dense_47 (Dense) (None, 256) 65792 \n"," \n"," dropout_24 (Dropout) (None, 256) 0 \n"," \n"," dropout_25 (Dropout) (None, 256) 0 \n"," \n"," dense_48 (Dense) (None, 256) 65792 \n"," \n"," dense_49 (Dense) (None, 256) 65792 \n"," \n"," dropout_26 (Dropout) (None, 256) 0 \n"," \n"," dense_50 (Dense) (None, 256) 65792 \n"," \n"," dense_51 (Dense) (None, 256) 65792 \n"," \n"," dropout_27 (Dropout) (None, 256) 0 \n"," \n"," dense_52 (Dense) (None, 5) 1285 \n"," \n","=================================================================\n","Total params: 1,879,941\n","Trainable params: 1,879,941\n","Non-trainable params: 0\n","_________________________________________________________________\n","Epoch 1/50\n","100/100 [==============================] - 10s 30ms/step - loss: 8.4080 - mse: 8.4080 - val_loss: 1.2808 - val_mse: 1.2808\n","Epoch 2/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.4399 - mse: 3.4399 - val_loss: 1.3694 - val_mse: 1.3694\n","Epoch 3/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.3309 - mse: 3.3309 - val_loss: 1.2897 - val_mse: 1.2897\n","Epoch 4/50\n","100/100 [==============================] - 2s 16ms/step - loss: 3.2056 - mse: 3.2056 - val_loss: 1.3545 - val_mse: 1.3545\n","Epoch 5/50\n","100/100 [==============================] - 2s 16ms/step - loss: 3.1705 - mse: 3.1705 - val_loss: 1.2512 - val_mse: 1.2512\n","Epoch 6/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0471 - mse: 3.0471 - val_loss: 1.3404 - val_mse: 1.3404\n","Epoch 7/50\n","100/100 [==============================] - 2s 16ms/step - loss: 3.1044 - mse: 3.1044 - val_loss: 1.2329 - val_mse: 1.2329\n","Epoch 8/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.1399 - mse: 3.1399 - val_loss: 1.3420 - val_mse: 1.3420\n","Epoch 9/50\n","100/100 [==============================] - 2s 16ms/step - loss: 3.2175 - mse: 3.2175 - val_loss: 1.2216 - val_mse: 1.2216\n","Epoch 10/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0197 - mse: 3.0197 - val_loss: 1.5660 - val_mse: 1.5660\n","Epoch 11/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.1343 - mse: 3.1343 - val_loss: 1.2320 - val_mse: 1.2320\n","Epoch 12/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.1283 - mse: 3.1283 - val_loss: 1.2687 - val_mse: 1.2687\n","Epoch 13/50\n","100/100 [==============================] - 2s 16ms/step - loss: 3.0787 - mse: 3.0787 - val_loss: 1.2720 - val_mse: 1.2720\n","Epoch 14/50\n","100/100 [==============================] - 2s 17ms/step - loss: 3.0516 - mse: 3.0516 - val_loss: 1.2322 - val_mse: 1.2322\n","Epoch 15/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.1661 - mse: 3.1661 - val_loss: 1.3092 - val_mse: 1.3092\n","Epoch 16/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.1259 - mse: 3.1259 - val_loss: 1.4444 - val_mse: 1.4444\n","Epoch 17/50\n","100/100 [==============================] - 2s 16ms/step - loss: 3.1309 - mse: 3.1309 - val_loss: 1.2202 - val_mse: 1.2202\n","Epoch 18/50\n","100/100 [==============================] - 2s 16ms/step - loss: 3.0600 - mse: 3.0600 - val_loss: 1.2137 - val_mse: 1.2137\n","Epoch 19/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0896 - mse: 3.0896 - val_loss: 1.2548 - val_mse: 1.2548\n","Epoch 20/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0658 - mse: 3.0658 - val_loss: 1.2243 - val_mse: 1.2243\n","Epoch 21/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0878 - mse: 3.0878 - val_loss: 1.2157 - val_mse: 1.2157\n","Epoch 22/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0628 - mse: 3.0628 - val_loss: 1.3230 - val_mse: 1.3230\n","Epoch 23/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.1193 - mse: 3.1193 - val_loss: 1.3616 - val_mse: 1.3616\n","Epoch 24/50\n","100/100 [==============================] - 2s 15ms/step - loss: 2.9849 - mse: 2.9849 - val_loss: 1.2151 - val_mse: 1.2151\n","Epoch 25/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.1376 - mse: 3.1376 - val_loss: 1.2184 - val_mse: 1.2184\n","Epoch 26/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0469 - mse: 3.0469 - val_loss: 1.3829 - val_mse: 1.3829\n","Epoch 27/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0423 - mse: 3.0423 - val_loss: 1.2176 - val_mse: 1.2176\n","Epoch 28/50\n","100/100 [==============================] - 2s 16ms/step - loss: 3.0848 - mse: 3.0848 - val_loss: 1.7966 - val_mse: 1.7966\n","Epoch 29/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0948 - mse: 3.0948 - val_loss: 1.2773 - val_mse: 1.2773\n","Epoch 30/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0921 - mse: 3.0921 - val_loss: 1.2302 - val_mse: 1.2302\n","Epoch 31/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0703 - mse: 3.0703 - val_loss: 1.2567 - val_mse: 1.2567\n","Epoch 32/50\n","100/100 [==============================] - 2s 16ms/step - loss: 3.1211 - mse: 3.1211 - val_loss: 1.2141 - val_mse: 1.2141\n","Epoch 33/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0905 - mse: 3.0905 - val_loss: 1.2325 - val_mse: 1.2325\n","Epoch 34/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.0654 - mse: 3.0654 - val_loss: 1.2282 - val_mse: 1.2282\n","Epoch 35/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.1165 - mse: 3.1165 - val_loss: 1.2579 - val_mse: 1.2579\n","Epoch 36/50\n","100/100 [==============================] - 2s 15ms/step - loss: 3.1233 - mse: 3.1233 - val_loss: 1.8538 - val_mse: 1.8538\n","Epoch 37/50\n","100/100 [==============================] - 2s 17ms/step - loss: 3.0697 - mse: 3.0697 - val_loss: 1.2346 - val_mse: 1.2346\n","Epoch 38/50\n","100/100 [==============================] - 2s 17ms/step - loss: 3.0671 - mse: 3.0671 - val_loss: 1.2211 - val_mse: 1.2211\n","Epoch 38: early stopping\n"]}],"source":["data=pd.concat([pd.get_dummies(log_df_index['pods'], columns=['pods']), log_df_index['pods']], axis=1) \n","cols=[\"first\"] #, \"last\", \"median\"]\n","time_sample=['1T'] # ['0.2T','0.5T','0.75T','1T'] #, '2T','3T','4T','5T']\n","n_steps=5\n","n_features=1\n","epochs=50\n","size=1000\n","verbose=1\n","hist, model=process_onehot(data, cols, time_sample, n_steps, n_features, epochs, size, verbose)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":567},"executionInfo":{"elapsed":21,"status":"ok","timestamp":1657362718418,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"9lCk1VgHNvmp","outputId":"8669bb14-792a-4168-8a0f-bfb947283aa8"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA6YAAAImCAYAAABARZeHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde3Rc1Z32+WdX6ZRUR5c6JVm+yFcZaBCWsI0NGGgChIQYCE4nhEB36G6Tt8Ma0kOSmTV5m+6eNfSsl6xk1ksnTGa6wxA6SffbCWkgITjpcA04BOyQ2MYmBpsYGxlb8kWSdVeVVKra80ddJNmyrUsdlWR9P2tp1e2cOtuyLdVzfr+9j7HWCgAAAACAQgkUegAAAAAAgNmNYAoAAAAAKCiCKQAAAACgoAimAAAAAICCIpgCAAAAAAqKYAoAAAAAKCiCKQAAeWSMWWaMscaYojFsu9EY89pUjAsAgOmMYAoAmLWMMY3GmAFjzJyTnn8zEy6XFWZkAADMLgRTAMBs976kP80+MMY0SHILNxwAAGYfgikAYLb7H5L+Ytjjv5T0b8M3MMZEjDH/ZoxpMcYcNMb878aYQOa1oDHmIWNMqzHmgKRbRtn3X4wxR4wxTcaYB40xwbMNalhL8N3GmEPGmHZjzP9kjLnMGPOWMabDGPP/Dtv+fGPMr4wxnZmx/Mew1y4yxrxojDlhjHnXGPOZiX2rAADwB8EUADDb/UZShTGmLhMY75T07ydt8/9IikhaLulapYPs3ZnXPi/p45JWS1or6dMn7ft9SYOSzs9sc6OkvxrH+K6QdIGkOyQ9LOnvJX1E0gpJnzHGXJvZ7r9JekFSVNKizJhljCmV9KKkH0qam/nz/bMx5uJxjAEAAF8RTAEAGKqaflTSHklN2ReGhdW/tdZ2W2sbJf2jpD/PbPIZSQ9baw9Za09I+tqwfedJulnSl621vdba45K+mXm/sfpv1tq4tfYFSb2SHrfWHrfWNkn6tdJhV5ISkpZKqslsn11U6eOSGq2137PWDlpr35T0Y0m3j2MMAAD46qwrBgIAMAv8D0mvSqrVSW28kuZIciQdHPbcQUkLM/drJB066bWspZl9jxhjss8FTtr+bI4Nux8b5XFZ5v5/Vbpq+ltjTLukf7TWfjczhiuMMR3D9itS+s8MAMC0QDAFAMx61tqDxpj3la5u/peTXm7VUDXyncxzSzRUVT0iafGw7ZcMu39IUr+kOdbawXyPezhr7VGl24pljPljSS8ZY17NjOFX1tqP+nl8AAAmg1ZeAADS/oukD1tre4c/aa1NSnpC0leNMeXGmKWS/lcNzUN9QtIXjTGLjDFRSfcP2/eI0vM+/9EYU2GMCRhjzhs2LzRvjDG3G2MWZR62S7KSUpJ+LumPjDF/boxxMl+XGWPq8j0GAAAmimAKAIAka+1+a+2207x8n9LzOw9Iek3phYS+m3ntO5Kel7RL0g5JPzlp37+QFFK62tou6SlJC/I6+LTLJL1hjOmRtEnSl6y1B6y13UovuHSnpGZJRyX9X5KKfRgDAAATYqy1hR4DAAAAAGAWo2IKAAAAACgogikAAAAAoKAIpgAAAACAgiKYAgAAAAAKimAKAAAAACiookIPYLg5c+bYZcuWFXoYAAAAAIA82759e6u1tnq016ZVMF22bJm2bTvdJeQAAAAAADOVMebg6V6jlRcAAAAAUFAEUwAAAABAQRFMAQAAAAAFNa3mmAIAAADAyRKJhA4fPqx4PF7ooWAMSkpKtGjRIjmOM+Z9CKYAAAAAprXDhw+rvLxcy5YtkzGm0MPBGVhr1dbWpsOHD6u2tnbM+9HKCwAAAGBai8fjqqqqIpTOAMYYVVVVjbu6TTAFAAAAMO0RSmeOifxdEUwBAAAA4Aw6Ojr0z//8zxPa9+abb1ZHR0eeR3TuIZgCAAAAwBmcKZgODg6ecd9f/OIX8jzPj2GdUwimAAAAAHAG999/v/bv369Vq1bpK1/5ijZv3qxrrrlGGzZs0MUXXyxJ+pM/+ROtWbNGK1as0KOPPprbd9myZWptbVVjY6Pq6ur0+c9/XitWrNCNN96oWCx2yrE2btyoe++9V+vWrdPy5cu1efNmfe5zn1NdXZ02btwoSUomk9q4caPq6+vV0NCgb37zm5Kk/fv3a/369VqzZo2uueYa7d271/9vTp6wKi8AAACAGeP//Nnbeqe5K6/veXFNhR64dcVpX//617+u3bt3a+fOnZKkzZs3a8eOHdq9e3du5dnvfve7qqysVCwW02WXXabbbrtNVVVVI95n3759evzxx/Wd73xHn/nMZ/TjH/9Yd9111ynHa29v19atW7Vp0yZt2LBBr7/+uh577DFddtll2rlzp5LJpJqamrR7925JyrUK33PPPXrkkUd0wQUX6I033tAXvvAFvfzyy3n5HvmNYAoAAAAA43T55ZePuBzKt771LT399NOSpEOHDmnfvn2nBNPa2lqtWrVKkrRmzRo1NjaO+t633nqrjDFqaGjQvHnz1NDQIElasWKFGhsbde211+rAgQO67777dMstt+jGG29UT0+PtmzZottvvz33Pv39/fn8I/uKYAoAAABgxjhTZXMqlZaW5u5v3rxZL730krZu3SrXdXXdddeNermU4uLi3P1gMDhqK+/w7QKBwIh9AoGABgcHFY1GtWvXLj3//PN65JFH9MQTT+jhhx+W53m5qu5MwxxTAAAAADiD8vJydXd3n/b1zs5ORaNRua6rvXv36je/+Y2v42ltbVUqldJtt92mBx98UDt27FBFRYVqa2v15JNPSpKstdq1a5ev48gngikAAAAAnEFVVZWuvvpq1dfX6ytf+copr69fv16Dg4Oqq6vT/fffr3Xr1vk6nqamJl133XVatWqV7rrrLn3ta1+TJP3gBz/Qv/zLv2jlypVasWKFnnnmGV/HkU/GWlvoMeSsXbvWbtu2rdDDAAAAADCN7NmzR3V1dYUeBsZhtL8zY8x2a+3a0banYgoAAAAAKCiCKQAAAACgoAim4zCd2p4BAAAA4FxBMB2jf9j0tj70318p9DAAAAAA4JxDMB0jJ2jU2j1Q6GEAAAAAwDmHYDpGnhtSLJFUPJEs9FAAAAAA4JxCMB2jSNiRJHXGEgUeCQAAAIDprqysTJLU3NysT3/606Nuc9111+lsl8t8+OGH1dfXl3t88803q6OjI38DnSYIpmMUdUOSpI4+gikAAACAsampqdFTTz014f1PDqa/+MUv5HlePoY2rRBMx8hz0xXTjj7mmQIAAACzyf33369/+qd/yj3+h3/4Bz300EPq6enRDTfcoEsvvVQNDQ165plnTtm3sbFR9fX1kqRYLKY777xTdXV1+uQnP6lYLJbb7t5779XatWu1YsUKPfDAA5Kkb33rW2pubtb111+v66+/XpK0bNkytba2SpK+8Y1vqL6+XvX19Xr44Ydzx6urq9PnP/95rVixQjfeeOOI42Rt3LhR9957r9atW6fly5dr8+bN+tznPqe6ujpt3LhRkpRMJrVx40bV19eroaFB3/zmNyVJ+/fv1/r167VmzRpdc8012rt372S/xSqa9DvMEtlW3nYqpgAAAEDhPHu/dPT3+X3P+Q3STV8/7ct33HGHvvzlL+uv//qvJUlPPPGEnn/+eZWUlOjpp59WRUWFWltbtW7dOm3YsEHGmFHf59vf/rZc19WePXv01ltv6dJLL8299tWvflWVlZVKJpO64YYb9NZbb+mLX/yivvGNb+iVV17RnDlzRrzX9u3b9b3vfU9vvPGGrLW64oordO211yoajWrfvn16/PHH9Z3vfEef+cxn9OMf/1h33XXXKeNpb2/X1q1btWnTJm3YsEGvv/66HnvsMV122WXauXOnksmkmpqatHv3bknKtRDfc889euSRR3TBBRfojTfe0Be+8AW9/PLL4/uen4RgOkbR0nQrb2eMiikAAAAwm6xevVrHjx9Xc3OzWlpaFI1GtXjxYiUSCf3d3/2dXn31VQUCATU1NenYsWOaP3/+qO/z6quv6otf/KIk6ZJLLtEll1ySe+2JJ57Qo48+qsHBQR05ckTvvPPOiNdP9tprr+mTn/ykSktLJUmf+tSn9Otf/1obNmxQbW2tVq1aJUlas2aNGhsbR32PW2+9VcYYNTQ0aN68eWpoaJAkrVixQo2Njbr22mt14MAB3Xfffbrlllt04403qqenR1u2bNHtt9+ee5/+/v6xfzNPg2A6Rl4428pLxRQAAAAomDNUNv10++2366mnntLRo0d1xx13SJJ+8IMfqKWlRdu3b5fjOFq2bJni8fi43/v999/XQw89pN/97neKRqPauHHjhN4nq7i4OHc/GAyO2so7fLtAIDBin0AgoMHBQUWjUe3atUvPP/+8HnnkET3xxBN6+OGH5Xmedu7cOeHxjYY5pmPkhoJygkYdrMoLAAAAzDp33HGHfvSjH+mpp57KVQs7Ozs1d+5cOY6jV155RQcPHjzje3zoQx/SD3/4Q0nS7t279dZbb0mSurq6VFpaqkgkomPHjunZZ5/N7VNeXq7u7u5T3uuaa67RT3/6U/X19am3t1dPP/20rrnmmnz9cSVJra2tSqVSuu222/Tggw9qx44dqqioUG1trZ588klJkrVWu3btmvSxqJiOkTFGkXCIxY8AAACAWWjFihXq7u7WwoULtWDBAknSZz/7Wd16661qaGjQ2rVrddFFF53xPe69917dfffdqqurU11dndasWSNJWrlypVavXq2LLrpIixcv1tVXX53b55577tH69etVU1OjV155Jff8pZdeqo0bN+ryyy+XJP3VX/2VVq9efdq23YloamrS3XffrVQqJUn62te+JildKb733nv14IMPKpFI6M4779TKlSsndSxjrZ30gPNl7dq19mzX8Smkj37jVzp/bpm+fdeaQg8FAAAAmDX27Nmjurq6Qg8D4zDa35kxZru1du1o29PKOw6e6zDHFAAAAADyjGA6DpFwSO208gIAAABAXhFMxyHqOupk8SMAAAAAyCuC6TjQygsAAAAUxnRaGwdnNpG/K4LpOHhuSLFEUvFEstBDAQAAAGaNkpIStbW1EU5nAGut2traVFJSMq79uFzMOETCjiSpM5ZQiRMs8GgAAACA2WHRokU6fPiwWlpaCj0UjEFJSYkWLVo0rn0IpuMQdUOSpI6+hOZVjO8MAAAAAICJcRxHtbW1hR4GfEQr7zh4brpi2sHKvAAAAACQNwTTcci28razABIAAAAA5A3BdByipelW3s4YFVMAAAAAyBeC6Th44WwrLxVTAAAAAMgXX4OpMeZ/Mca8bYzZbYx53Bgzo1cMckNBOUGjjhjBFAAAAADyxbdgaoxZKOmLktZaa+slBSXd6dfxpoIxRpFwiMWPAAAAACCP/G7lLZIUNsYUSXIlNft8PN9FXYdWXgAAAADII9+CqbW2SdJDkj6QdERSp7X2hZO3M8bcY4zZZozZNhMumOsRTAEAAAAgr/xs5Y1K+oSkWkk1kkqNMXedvJ219lFr7Vpr7drq6mq/hpM3kXBI7bTyAgAAAEDe+NnK+xFJ71trW6y1CUk/kXSVj8ebEp7rqJPFjwAAAAAgb/wMph9IWmeMcY0xRtINkvb4eLwpwRxTAAAAAMgvP+eYviHpKUk7JP0+c6xH/TreVPHckGKJpOKJZKGHAgAAAADnhCI/39xa+4CkB/w8xlSLhB1JUmcsoRInWODRAAAAAMDM5/flYs45UTckSbTzAgAAAECeEEzHyXPTFdMOVuYFAAAAgLwgmI5TtpW3nYopAAAAAOQFwXScshXTzhgVUwAAAADIB4LpODHHFAAAAADyi2A6Tm4oKCdo1BEjmAIAAABAPhBMx8kYo0g4xOJHAAAAAJAnBNMJiLoOrbwAAAAAkCcE0wnwCKYAAAAAkDcE0wmIhENqp5UXAAAAAPKCYDoBnuuok8WPAAAAACAvCKYTwBxTAAAAAMgfgukEeG5IsURS8USy0EMBAAAAgBmPYDoBkbAjSbTzAgAAAEAeEEwnIOqGJIl2XgAAAADIA4LpBHhuumLawcq8AAAAADBpBNMJyLbydtDKCwAAAACTRjCdACqmAAAAAJA/BNMJYI4pAAAAAOQPwXQC3FBQTtDQygsAAAAAeUAwnQBjjCLhEK28AAAAAJAHBNMJiroOrbwAAAAAkAcE0wnyCKYAAAAAkBcE0wmKhEPMMQUAAACAPCCYTlC6YsocUwAAAACYLILpBDHHFAAAAADyg2A6QZ4bUiyRVDyRLPRQAAAAAGBGI5hOUCTsSJI6mWcKAAAAAJNCMJ2gqBuSJNp5AQAAAGCSCKYT5LnpiikLIAEAAADA5BBMJyjbysslYwAAAABgcgimE0TFFAAAAADyg2A6QcwxBQAAAID8IJhOkBsKygkaWnkBAAAAYJIIphNkjFEkHKKVFwAAAAAmiWA6CVHXoZUXAAAAACaJYDoJHsEUAAAAACaNYDoJkXCIOaYAAAAAMEkE00lIV0yZYwoAAAAAk0EwnQTmmAIAAADA5BFMJ8FzQ4olkoonkoUeCgAAAADMWATTSYiEHUlSJ/NMAQAAAGDCCKaTEHVDkkQ7LwAAAABMAsF0Ejw3XTFlASQAAAAAmDiC6SRkW3m5ZAwAAAAATBzBdBKomAIAAADA5BFMJ4E5pgAAAAAweQTTSXBDQTlBQysvAAAAAEwCwXQSjDGKhEO08gIAAADAJBBMJ8lzHVp5AQAAAGASCKaTFCWYAgAAAMCkEEwnKRIOMccUAAAAACbBt2BqjLnQGLNz2FeXMebLfh2vUNKtvMwxBQAAAICJKvLrja2170paJUnGmKCkJklP+3W8QqGVFwAAAAAmZ6paeW+QtN9ae3CKjjdlPDekWCKpeCJZ6KEAAAAAwIw0VcH0TkmPT9GxplQk7EiSOplnCgAAAAAT4nswNcaEJG2Q9ORpXr/HGLPNGLOtpaXF7+HkneemgyntvAAAAAAwMVNRMb1J0g5r7bHRXrTWPmqtXWutXVtdXT0Fw8mvqBuSJBZAAgAAAIAJmopg+qc6R9t4paFWXi4ZAwAAAAAT42swNcaUSvqopJ/4eZxCGmrlpWIKAAAAABPh2+ViJMla2yupys9jFNpQKy8VUwAAAACYiKlalfec5YaCcoKGVl4AAAAAmCCC6SQZYxQJh2jlBQAAAIAJIpjmgec6tPICAAAAwAQRTPMgSjAFAAAAgAkjmOZBJBxijikAAAAATBDBNA/SrbzMMQUAAACAiSCY5gGtvAAAAAAwcQTTPPDckGKJpOKJZKGHAgAAAAAzDsE0DyJhR5LUyTxTAAAAABg3gmkeeG46mNLOCwAAAADjRzDNg6gbkiQWQAIAAACACSCY5kG2lZdLxgAAAADA+BFM82ColZeKKQAAAACMF8E0D4ZaeamYAgAAAMB4EUzzwA0F5QQNrbwAAAAAMAEE0zwwxigSDtHKCwAAAAATQDDNE891aOUFAAAAgAkgmOZJlGAKAAAAABNCMM2TSDjEHFMAAAAAmACCaZ6kW3mZYwoAAAAA40UwzRNaeQEAAABgYgimeeK5IcUSScUTyUIPBQAAAABmFIJpnkTCjiSpk3mmAAAAADAuBNM88dx0MKWdFwAAAADGh2CaJ1E3JEksgAQAAAAA40QwzZNsKy+XjAEAAACA8SGY5slQKy8VUwAAAAAYD4Jpngy18lIxBQAAAIDxIJjmiRsKygkaWnkBAAAAYJwIpnlijFEkHKKVFwAAAADGiWCaR57r0MoLAAAAAONEMM2jKMEUAAAAAMaNYJpHkXCIOaYAAAAAME4E0zxKt/IyxxQAAAAAxoNgmke08gIAAADA+BFM88hzQ4olkoonkoUeCgAAAADMGATTPIqEHUlSJ/NMAQAAAGDMCKZ55LnpYEo7LwAAAACMHcE0j6JuSJJYAAkAAAAAxoFgmkfZVl4uGQMAAAAAY0cwzaOhVl4qpgAAAAAwVgTTPPJyrbxUTAEAAABgrAimeVQaCsoJGlp5AQAAAGAcCKZ5ZIxRJByiYgoAAAAA40AwzTPPdZhjCgAAAADjQDDNs6jrUDEFAAAAgHEgmOZZJBxijikAAAAAjAPBNM9o5QUAAACA8SGY5pkXppUXAAAAAMaDYJpn0dKQYomk4olkoYcCAAAAADMCwTTPImFHktTFPFMAAAAAGBOCaZ55bjqYttPOCwAAAABjQjDNs6gbkiQWQAIAAACAMfI1mBpjPGPMU8aYvcaYPcaYK/083nSQbeXlkjEAAAAAMDZFPr///y3pOWvtp40xIUmuz8cruGwrLxVTAAAAABgb34KpMSYi6UOSNkqStXZA0jmf1rxcKy8VUwAAAAAYCz9beWsltUj6njHmTWPMY8aYUh+PNy2UhoJygoZWXgAAAAAYIz+DaZGkSyV921q7WlKvpPtP3sgYc48xZpsxZltLS4uPw5kaxhhFwiEqpgAAAAAwRn4G08OSDltr38g8fkrpoDqCtfZRa+1aa+3a6upqH4czdTzXYY4pAAAAAIyRb8HUWntU0iFjzIWZp26Q9I5fx5tOoq5DxRQAAAAAxsjvVXnvk/SDzIq8ByTd7fPxpoVIOKSmjlihhwEAAAAAM4KvwdRau1PSWj+PMR15rqO3mzsLPQwAAAAAmBH8nGM6a3lhWnkBAAAAYKwIpj6IloYUSyQVTyQLPRQAAAAAmPYIpj6IhB1JUhfXMgUAAACAsyKY+sBz08G0nXZeAAAAADgrgqkPom5IkriWKQAAAACMAcHUB9lW3g5aeQEAAADgrAimPsi28lIxBQAAAICzI5j6wMu18lIxBQAAAICzIZj6oDQUlBM0tPICAAAAwBgQTH1gjFEkHKJiCgAAAABjQDD1iec6zDEFAAAAgDEgmPok6jpUTAEAAABgDAimPomEQ8wxBQAAAIAxIJj6hFZeAAAAABgbgqlPvDCtvAAAAAAwFgRTn0RLQ4olkoonkoUeCgAAAABMawRTn0TCjiSpi3mmAAAAAHBGBFOfeG46mLbTzgsAAAAAZ0Qw9UnUDUkSCyABAAAAwFkQTH2SbeXlkjEAAAAAcGYEU59kW3mpmAIAAADAmRFMfeLlWnmpmAIAAADAmRBMfVIaCsoJGlp5AQAAAOAsCKY+McYoEg5RMQUAAACAsyCY+shzHeaYAgAAAMBZEEx95IUdKqYAAAAAcBYEUx95bog5pgAAAABwFgRTH9HKCwAAAABnRzD1Ea28AAAAAHB2BFMfRUtDiiWSiieShR4KAAAAAExbBFMfRcKOJKmLeaYAAAAAcFoEUx95bjqYttPOCwAAAACnRTD1kRcOSRILIAEAAADAGRBMfZStmHLJGAAAAAA4PYKpj3LBlIopAAAAAJwWwdRHnptt5aViCgAAAACnQzD1UWkoKCdoaOUFAAAAgDMgmPrIGKNIOETFFAAAAADOgGDqM891mGMKAAAAAGdAMPWZF3aomAIAAADAGRBMfea5IeaYAgAAAMAZEEx9RisvAAAAAJwZwdRntPICAAAAwJkRTH0WLQ0plkgqnkgWeigAAAAAMC0RTH0WCTuSpC7mmQIAAADAqAimPvPcdDBtp50XAAAAAEZFMPWZFw5JEgsgAQAAAMBpEEx9lq2YcskYAAAAABgdwdRnuWBKxRQAAAAARkUw9ZnnZlt5qZgCAAAAwGgIpj4rDQXlBA2tvAAAAABwGgRTnxljFAmHqJgCAAAAwGkQTKeA5zrMMQUAAACA0yjy882NMY2SuiUlJQ1aa9f6ebzpygs7VEwBAAAA4DR8DaYZ11trW6fgONOW54bU1BEr9DAAAAAAYFqilXcK0MoLAAAAAKfndzC1kl4wxmw3xtwz2gbGmHuMMduMMdtaWlp8Hk5h0MoLAAAAAKfndzD9Y2vtpZJukvTXxpgPnbyBtfZRa+1aa+3a6upqn4dTGNHSkGKJpOKJZKGHAgAAAADTjq/B1FrblLk9LulpSZf7ebzpKhJ2JEldXMsUAAAAAE7hWzA1xpQaY8qz9yXdKGm3X8ebzjw3HUzbaecFAAAAgFOMeVVeY8wfS7rAWvs9Y0y1pDJr7ftn2GWepKeNMdnj/NBa+9ykRjtDeeGQJLEAEgAAAACMYkzB1BjzgKS1ki6U9D1JjqR/l3T16fax1h6QtDIPY5zxshXTDlp5AQAAAOAUY23l/aSkDZJ6Jcla2yyp3K9BnWtywZSKKQAAAACcYqzBdMBaa5W+/Et2zijGyHOzrbxUTAEAAADgZGMNpk8YY/4/SZ4x5vOSXpL0Hf+GdW4pDQXlBA2tvAAAAAAwijHNMbXWPmSM+aikLqXnmf4f1toXfR3ZOcQYo0g4RMUUAAAAAEYx1sWPSiW9bK190RhzoaQLjTGOtZakNUae6zDHFAAAAABGMdZW3lclFRtjFkp6TtKfS/q+X4M6F3lhh4opAAAAAIxirMHUWGv7JH1K0rettbdLWuHfsM49nhtijikAAAAAjGLMwdQYc6Wkz0r6z8xzQX+GdG7yXEedtPICAAAAwCnGGky/JOl+ST+x1r5tjKmV9LJ/wzr3eGFH7bTyAgAAAMApxrT4kaQ+SSlJf2qMuUuSUeaaphibaGlIsURS8URSJQ7FZgAAAADIGmsw/YGk/03SbqUDKsYpEnYkSV2xBMEUAAAAAIYZazBtsdb+zNeRnOM8Nx1M2/sSmltRUuDRAAAAAMD0MdZg+oAx5jFJv5TUn33SWvsTX0Z1DvLCIUniWqYAAAAAcJKxBtO7JV0kydFQK6+VRDAdo2zFlEvGAAAAAMBIYw2ml1lrL/R1JOe4bDDtZGVeAAAAABhhrJeL2WKMudjXkZzjPDfdyttOKy8AAAAAjDDWiuk6STuNMe8rPcfUSLLW2kt8G9k5pjQUVFHA0MoLAAAAACcZazBd7+soZgFjjDw3pA5aeQEAAABghDEFU2vtQb8HMht4rsOqvAAAAABwkrHOMUUeeGGHiikAAAAAnIRgOoU8N8QcUwAAAAA4CcF0Cnmuo05aeQEAAABgBILpFPLCjtpp5QUAAACAEQimU8hzHcUSScUTyUIPBQAAAACmDYLpFPLckCSpi3mmAAAAAJBDMJ1CnutIEu28AAAAADAMwXQKeeF0xTErS0wAACAASURBVJRrmQIAAADAEILpFMpWTLlkDAAAAAAMIZhOoWww7aSVFwAAAAByCKZTKLv4UTutvAAAAACQQzCdQqWhoIoChlZeAAAAABiGYDqFjDHy3JA6aOUFAAAAgByC6RTzXIdVeQEAAABgGILpFPPCDhVTAAAAABiGYDrFPDfEHFMAAAAAGIZgOsU811EnrbwAAAAAkEMwnWJe2FE7rbwAAAAAkEMwnWKe6yiWSCqeSBZ6KAAAAAAwLRBMp5jnhiRJXcwzBQAAAABJBNMp57mOJNHOCwAAAAAZBNMp5oXTFVOuZQoAAAAAaQTTKZatmHLJGAAAAABII5hOsWww7aSVFwAAAAAkEUynXHbxo3ZaeQEAAABAEsF0ypWGgioKGFp5AQAAACCDYDrFjDHy3JA6aOUFAAAAAEkE04LwXIdVeQEAAAAgg2BaAF7YoWIKAAAAABkE0wLw3BBzTAEAAAAgg2BaAJ7rqJNWXgAAAACQRDAtCC/sqJ1WXgAAAACQRDAtCM91FEskFU8kCz0UAAAAACg4gmkBeG5IktTFPFMAAAAA8D+YGmOCxpg3jTE/9/tYM4XnOpJEOy8AAAAAaGoqpl+StGcKjjNjeOF0xZRrmQIAAACAz8HUGLNI0i2SHvPzODNNtmLKJWMAAAAAwP+K6cOS/quk1Ok2MMbcY4zZZozZ1tLS4vNwpodsMO2klRcAAAAA/AumxpiPSzpurd1+pu2stY9aa9daa9dWV1f7NZxpJbv4UTutvAAAAADga8X0akkbjDGNkn4k6cPGmH/38XgzRmkoqKKAoZUXAAAAAORjMLXW/q21dpG1dpmkOyW9bK29y6/jzSTGGHluSB208gIAAAAA1zEtFM91WJUXAAAAACQVTcVBrLWbJW2eimPNFF7YoWIKAAAAAKJiWjCeG2KOKQAAAACIYFownuuok1ZeAAAAACCYFooXdtROKy8AAAAAEEwLxXMdxRJJxRPJQg8FAAAAAAqKYFognhuSJHUxzxQAAADALEcwLRDPdSSJdl4AAAAAsx7BtEC8cLpiyrVMAQAAAMx2BNMCyVZMuWQMAAAAgNmOYFog2WDaSSsvAAAAgFmOYFog2cWP2mnlBQAAADDLEUwLpDQUVFHA0MoLAAAAYNYjmBaIMUaeG1IHrbwAAAAAZjmCaQF5rsOqvAAAAABmPYJpAXlhh4opAAAAgFmPYFpAnuswxxQAAADArEcwLSDPDamTVl4AAAAAsxzBtIC8sKN2WnkBAAAAzHIE0wLyXEexRFLxRLLQQwEAAACAgiGYFpDnhiRJXcwzBQAAADCLEUwLyHMdSaKdFwAAAMCsRjAtIC+crphyLVMAAAAAsxnBtICyFVMuGQMAAABgNiOYFlA2mHbSygsAAABgFiOYFlB28aN2WnkBAAAAzGIE0wIqDQVVFDC08gIAAACY1QimBWSMkeeG1EErLwAAAIBZjGBaYJ7rsCovAAAAgFmNYFpgXtihYgoAAABgViOYFpjnOnr3WLf+dUujmjpihR4OAAAAAEy5okIPYLa7fe1iHWjp1QOb3tYDm97WipoKfaRunj568TytqKmQMabQQwQAAAAAXxlrbaHHkLN27Vq7bdu2Qg+jIPa39OjFd47pxXeOaccH7bJWqomU6CMXp0PqFbVVChVR4AYAAAAwMxljtltr1476GsF0+mnt6dfLe47rhXeO6bX3WhRPpFReXKRrL6zWRy+ep+sunKtI2Cn0MAEAAABgzAimM1hsIKnX3mvVi+8c1S/3HFdb74CKAkZXLK/UR+vm6SMXz9OiqFvoYQIAAADAGRFMzxHJlNXOQ+16IdPye6ClV5J08YIKfeTiebqReakAAAAApimC6Tlqf0uPXsqE1O2ZeakLIiW5xZPWLWdeKgAAAIDpgWA6C7T19OuXe4/rxXeO6df70vNSI2FHNzfM14aVC3VFbaUCASqpAAAAAAqDYDrLxBNJvbavVT9/q1kvvHNMfQNJza8o0YZVNdqwsoZ2XwAAAABTjmA6i/UNDOqlPcf1zJtN+tUfWjSYsjp/bpk+sbJGG1bVaGlVaaGHCAAAAGAWIJhCktTeO6Bf7D6iZ95s1m8bT0iSVi/x9ImVNbrlkhpVlxcXeIQAAAAAzlUEU5yiqSOmn+1q1k/fbNLeo90KBoyuPn+OPrGyRjeumKfyEq6TCgAAACB/CKY4o3ePdmvTriY9s7NZh9tjKi4K6CMXz9MnVtbo2gurVVwULPQQAQAAAMxwBFOMibVWOz5o1zM7m/Xzt47oRO8AK/ueIwaTKRUFuXQQAAAACodginFLJFN67b1WbdrZrOffPjpiZd8rl1dpbkWx5paXqKo0RFidZpIpqz8c69abH3TozQ/a9eahDu1v6dGHL5yrv725TufPLSv0EAEAADALEUwxKdmVfTftbNLmd9Mr+2YVBYzmlBXngurcimLNy9zOLS/WvIoSzS0vVlVZsYIEWF+0dPdr56FMCP2gQ28d7lDvQFKSFHUdrV4S1eJoWD/Z0aS+RFJ/dvkSffkjF6iqjMWuAAAAMHUIpsibzr6E3mvp0fGuuI539+t4d1zHuvrT9zPPnegdOGW/gNGIADuvoljV5SUjwusF88rkhooK8KeaOQYGU3rnSFcuhL55qF2HTsQkpU8S1C2o0OolXvprcVRLq9zcNWvbevr18Ev79MPffqCwE9QXrj9Pn7u6ViUOc4gBAADgP4IpptTAYEotPUNBdei2X8e64zqeCbJtvf0a/s8v7ARziy596I+qFSqa3XMirbVq7owPhdAP2rW7uUsDgylJ0vyKkqEQuiSq+pqIwqGzh8z3jvfo68/u0Ut7jmuhF9ZXPnahNqysoSX7HNfZl9Av9x7Ts7uP6g/HujW3vFgLImHVeGHVeCVaEAlrQaRENV5YUdfJndAAAADIF4IppqVEMqW2ngEd747rSGdcv/pDi579/RG19yUUCTu6qX6+Nqys0RXLq87pNmBrrXr6B3Wsq19HO+Pa3dyZC6PHu/slScVFAV2yKKLVS6JavdjTqiWeFkTCkzrulv2t+up/7tHbzV1auSiiv7/lYl1eW5mPPxKmidaefr3w9jE99/ZRbXmvVYMpmzuh0dYzoObOmI51xZVIjvw9UFwUUI2XDqrp8JoJrl6JajK3FVxSCjirrnhCZaEiTvwBQAbBFDNGIpnSa/tatWlXs154+6h6B5KaW16sWy5ZoA0ra7RqsTdjKjnZwHm8u1/HurKV4nTr87GTqsl9mTmhWcuq3HQIzbTkXrSgXI4Pq+qmUlZPv9mk//78uzraFdfHVszT/TfVqXZOad6PdTbxRFKv/qFFz+0+qi3725S0VkUBo2DAyAkGFAwYFQWMioJGwUAgff8Mj53MvkVBo6JAev9iJ6BFUVfLqlwtqyrVgkjJObda8ZHOmJ7bfVTP7T6q3zWeUMpKSypd3VQ/Xx+rn69Vi7wRH5JTKavWnn41d8Z1pCOWuz3SlbntjOtYV1ypk35VlBUXpYOrF1ZNJsBWljpKpqwGU1Ypm75NJq2S1g49n7lNpk59LrdPKpV7PZmyKitxVF9ToYaFEa1YGFEkTCjG9JVKWb26r0Xf39Koze+2qLI0pHXLK3Xl8ipded4cnVddOmN+j2H66x9Mqrc/qUjYOadP4udLKmWVSKU0mLQaTKbvJ1NWiWTmuVRKiWGvDSatPNfR0iqXyyfmCcEUM1JsIKmX9x7Xpl1NemVviwaSKS2pdHXrygXasHKhLpxfXrCx9Q0M6kjn8LAZz7Qqp0NnS+b25MAppVuW51UUa27F0BzbecMWj7pwXvmUL0wUG0jqsV8f0Ld/tV8DgyndtW6pvnTDBYqWhnw9bk//oF7Ze1zP7T6qV949rr6B9C/Xa/+oWmUlRRpMpjSYSv+CSIeY7C8Om/tFkg03J7822rb9iZQGkqnc8YsCRosrXS3NBNUlla6WzXG1tKpUi6LhGfNL6GBbr57NhNGdhzokSRfMLdNN9fO1vn6B6haUT+qD8GAypePd/TrSGVNzR3zE7ZHOuJo74mrt6T/jexiT/n4HjMmdcEh/BRQMSEWBgAKZ22DAKGiGtjnRO6CmjljuvZZWuapfGFHDwoguIayek/oHk2ps7dN7x3u0v6VH7x1Pfx1s61XdggrdvnaRbrmkRmXF02ddgp7+Qf1kx2F9f0ujDrT0ak5ZsT69ZpFauvu1dX+rmjvjkqTq8mJdubxKV51XpSvPq9KSSpegijPqH0zq0Ik+Nbb2qbGtN/3V2qf3W3vV3BmTtem1PCpLQ6oqLVZVWUhzyobdloZUlX2ced0NBWfsv7ve/kE1tvXqYFv6e9DYmv6etPclThMyU0qk0rcnn2Qdq4CRFkVdLa8uVe2cUi2vLtN5c0pVW12q+RUlM/Z7WQgEU8x4XfGEnt99VJt2Nev191qVstKF88q1YVWNbr2kRkuqXF+O2947oPcyH4r2HevRey092n+8Z8SH5Kxc4MyuTjwseA5f9KmsuGja/gA73h3XN1/cp//43QcqKy7SfR++QH9x1dK8BrTOvoRe3HNMz+0+olf3tWpgMKU5ZcX62Ip5Wl8/X+uWV/lSHZbSZ0qPd/dnfqGlf6kdbOvL/YLr6R/MbWuMVBMJ54Lq0sr07bI5rpZUugVdqMtaq33He/Ts74/qubePas+RLklSw8KI1tfP18dWzJ/yywL1DybVFRtMh8/ASeHTmEm3Mp7oHdDupk79vqlTvz+cvj1dWG1YGFF9TUQRd2rDamwgmZs7XxF2VF48/Vs4BwZTub+nQuiKJ7Q/EzqzP1/3t/TqgxN9Sg77BLkoGtZ51WVaXBnW1v1t2t/Sq7AT1E0N83X7msUFvc72wbZe/euWg3py2yF19w9q5aKI7r66Vjc3LMitlWCt1Qcn+rR1f5u27G/T1gNtaslM1aiJlOjK8+boykxQXehNbprGTJFKWQ0kU+ofTGlgMKX+waQGBtMnD9OP07fZ+6O9PphMyZj0Ca+AkQLGyBhlnlPu+dG2CRijQCD7eOT2RYGAykuKVF7iqCJcpIqw43tL9snh8/3WoeCVDZ9ZkbCjZXNKc90/kbCj9r4BtfYMqK2nX229mdueAXUP+702XIkTUFVpseaUZUJrJrzOGRZqo25Inuso6k59kI0NJDMBvFfvt/XqYGuf3s88zk5zyqouL1ZtVamqykIqCqY7poqCZtj9QKZ7Kt1B5WReK8p0ZBUFjZxAYMQ+wWGvtfUM6EBLj/a39ur9lvTfTSwxVHhwQ0HVzhkWWIeF1+l08my6IJjinNLa069f/P6IntnZrO0H2yVJqxZ72rCyRh+/ZIHmVpSM6/2stTrW1Z85I9+tfZkPSftbetTaM7TCcIkT0HnVZbpgbpnOn1umhdFw5tI46eBZPo0D53i9e7RbX3t2jza/26LFlWH9zfqLdEvDggn/+Vq6+/XCO+mK3tb9bRpMWdVESrS+foHW18/XmqXRgrcgWWt1ondAjW19w0Jrb+5xe19ixPZzy4u1rKpUS6tcLa50VVkaUmVp+pd4ZenQL/R8hXprrXY3denZ3Uf03NtHdaClV8ZIa5ZEc2F0caU/J2imK7/DajZotvUM6ETvQO7D3uj3B0Z8UJHSZ9jLSxxFwo48N31bEU7fRsKOvGH3h7/muc6YTmBZa9U/mFJXLKGu+KC64omh+7FE5vGguuMnP5d+3B1PKJ5IdxBUlBTJy/ybTY8hJG/YuIc/Tj8XUiTsjGmROmvTJ4SyVc/hVdDhHzCdoFHtnFKdP7dM51eX6by5ZTqvOv01fGE3a63ePNShJ7cd0s92HVFP/6AWV4b16UsX67Y1C7Uo6v//A2utXn+vTd/f8r5+ufe4gsbolksWaONVy7R6SXRM++9v6dXW/a3aeqBNW/e35X7GLK1yM22/VZnrho/vd1qh9A0MqrkjpqaOuJraY2rq6FNz5v6x7rjiieSIoDk40dJVgRiTnsJQUeKovCQdVitKHFXk7g8LsiXp/8/lJSPvp6ydcPhcNidzW1U6rm6meCKZ/jnVM6DWzM+zbHhtzYTXttzzAyO6ioZzgkaRcPpnxNDPhpMeZ35OZH//RVznjJ+N4onkUNWzbajy2djap6Nd8RHbzikrTn8vMgEw+z1ZWlU65eEvlbI62hXX+6296cCaCasHWnt0uH3k3+Pc8uJMlTUdWLP3F0fD59xUorEimOKcdbi9Tz/bdUSbdjVrz5EuBYy0bnmVNqys0U31C0Z8CE2mrJraY9p3vDv34Wjf8fQZ+uFnFCtKinT+3DJdMLc8/QEpG0S98LSvfuTbr/e16Kv/uUd7j3br0iWe/v6Wi7Vm6dk/dElSc8ewuY4HT8ja9NzZ9fULdFP9fF2yKDKjgnxnLKEPctXVkdXWk8/eDldWXJQLq54bUqWb/pCfDq+OopkQG3VDipamf6FnL+GTSlnt+KA916bb1BFTMGC0bnml1tcv0McunjdjPrROleFhdXdTp946PDKsLql01bAoHVTnlBXrRPYDWW8mfOaqDacGzaxQUSBTXQipsjRTaSgNqbIsfRswRp2xxOhffUP3z/TBPBgwqigpGhFaJaUD5bDQeboPkVnpD5NO+gPz8A/T4aEP2ImkVWcsoY6+AXXEEurIjLGjb0CdscQZW99KQ0F5bmgobGeCa0XYUWt3uuPkwEk/Y8uLi3Khc/jP2Il8UIsNJPXc20f05LbD2rK/TcZIV51XpdvXLNb6+vl5vxxW38CgfrKjSf+6pVH7jveoqjSkz16xRJ9dt1TzJvF/MZWyevdYd66i+sb7beqOp79n51WX6srzqnTVeXO0bnmVKn2eYjGa7Im75o64mjr6dLg9lrvf1JG+f/Kl4oIBo/kVJVrohTUvUqKwE1BxUVChooBCRQEVZ25DwfT94a+FggEVO+nboe2DuX2yt0WBgKysrJVS1iqVubWpzK2yz5+0TWr44/Rzdtj+iWRK3ZmTOd0nn/Q5zQmfnv5Bjfcjdb7CZ75Ya9XdPzgivHb2JdQRG1BHX0IdmZ9huceZnxU9p6nKSul/B7kTcZkQG0+k1NjWqyOdI8NnVWlIy+akT/jWVpXmQujSKlflM2TBvXgiqQ9O9I0MrC09OtDaq45hJ7idoMmdgAycUuXPVv5HPs51AOj0VX8j6U9WL9RfXLmsYN+DsyGYYlZ473i3Nu1s1qZdzWps65MTNLr2j6rlhoq073iPDrT0qH9w6ENcdXmxzs98MLpgXlnufnV58YwKTH5Lpqye2n5ID73wB7V09+uWhgX6m/UXjdo+3dianet4RLsOd0qSLppfro+tmK+bGubrwnmTm+s4XfUPJtXRl9CJ3gG19w2ovTeRuR1Qe1/m/vDHvadvr5LSbeGVpSH1DybV2jOgUDCgP75gjtbXz9dH6uYV5IPpTHZyWP19U6cOtw+F1WzQrCwdammrzATP9P3iYfdDeWnHt9aqbyCZC6nZD3hdw0JsR2xAnbHB3ONsBXa0gDm8OhMZ9lxxUWBSY02l0h9UT/1wOnQ/PfZTH0fdUC50Dg+hc336GXvoRJ9+vOOwntp+WIfbYyovLtLHV9bo9rWLtHqSC+cdOtGnf9vaqP/43SF1xQdVv7BCd19Vq4+vXODLXPRkyuqd5i5tyVRUf/v+idyaBRfNL9fltZWKhJ3cnO1AdrG3zDzuoTncI+drZ7+Gz/UODNvP2nQlKF35jOlweywTPGO56npW2AlqYTSshV76slOLht1PdxQVz6qKUCpl1TMwLMwO60zI3k9Zm1vToFDh0w8Dg6nMz6mhwNox7OTW8McdfQkVBY1qq0pz02PS4bP0nF8roL13QAdahwJrb//gsJMm2ZMjw06wnHTC5NSTKaPvc3PDAv3ZFUsK/cc9rYIEU2NMiaRXJRVLKpL0lLX2gTPtQzBFPlhr9fumTm3a2axndx+VMcq1hl0wL/PhqLp8yuefzXS9/YN69NUDevTVA0qmrP7yqqX6n6+/QEe74un20t1HtfdotyRp5aKIPlY/X+tXzNfy6qmd6zhTDAym1BE7TYjtHdCJvgHJStdeWK0PXzR3xpwtninaewfUFU/kLWhi+kilrH7zfpue2nZYv9h9RPFESufPLdOn1yzSp1YvHHOXgbVWWw+06fuvN+qlPcdkjNFN9fN199XLdOmS6JT+m0kkU3rrcKd+c6BNW/a36s0POhRLJMddoRuPOWWhdMjMhs1M4FyYue9xvWMAE1CoYGoklVpre4wxjqTXJH3JWvub0+1DMAWmv6OdcX3jxXf15PbDKgoYJZJWxkiXLa1Mh9H6+bNm8Q4A01t3PKH/fOuIntx+WNsPtisYSHfS3L5mkW6omzfqHNnYQFI/3dmk77/eqHePdSvqOvqzK5bornVLJ3396HxLpYYux5S93FJq2KWWsq9lv4YuyWSVSkmDqZRS1iqZuS9J8zLtt/lugwYAaRq08hpjXKWD6b3W2jdOtx3BFJg53mnu0uO//UAXzi/XjSvmaW45cx0BTF/7W3r01PbD+smOwzrW1a+o6+gTqxbq9rWLtKImoqaOmP5ta6N+9NtD6owlVLegQndfvUwbVtYQ0gAgTwoWTI0xQUnbJZ0v6Z+stX8zyjb3SLpHkpYsWbLm4MGDvo0HAADMbsmU1av7WvTUtsN68Z1jGkimVDunVAfbeiVJ6+vna+NVtbps2dS26wLAbDAdKqaepKcl3Wet3X267aiYAgCAqdLRN6BndjbrhXeOqmGhpz+/cilTEQDAR2cKplNy4R9rbYcx5hVJ6yWdNpgCAABMFc8N6S+vWqa/vGpZoYcCALOeb+t4G2OqM5VSGWPCkj4qaa9fxwMAAAAAzEx+VkwXSPrXzDzTgKQnrLU/9/F4AAAAAIAZyLdgaq19S9Jqv94fAAAAAHBu8K2VFwAAAACAsSCYAgAAAAAKimAKAAAAACgogikAAAAAoKAIpgAA4P9v787DoyrvNo7fTxII+2oEJKCIgIogSkQFtO6CVov7XrX1rbZatfZtrXbR2traVq1LXVu31t2KigoKoi8KIjvKLqgswQBhTwIkZOZ5//idkElIICEzc2bC93Ndc83kzOScJzlzZs79bAcAgFARTAEAAAAAoSKYAgAAAABCRTAFAAAAAISKYAoAAAAACBXBFAAAAAAQKoIpAAAAACBUBFMAAAAAQKgIpgAAAACAUBFMAQAAAAChIpgCAAAAAEJFMAUAAAAAhIpgCgAAAAAIFcEUAAAAABAqgikAAAAAIFQEUwAAAABAqAimAAAAAIBQEUwBAAAAAKEimAIAAAAAQkUwBQAAAACEimAKAAAAAAgVwRQAAAAAECqCKQAAAAAgVARTAAAAAECoCKYAAAAAgFARTAEAAAAAoSKYAgAAAABCRTAFAAAAAISKYAoAAAAACBXBFAAAAAAQKoIpAAAAACBUBFMAAAAAQKgIpgAAAACAUBFMAQAAAAChIpgCAAAAAEJFMAUAAAAAhIpgCgAAAAAIFcEUAAAAABAqgikAAAAAIFQEUwAAAABAqAimAAAAAIBQEUwBAAAAAKEimAIAAAAAQkUwBQAAAACEimAKAAAAAAgVwRQAAAAAECqCKQAAAAAgVARTAAAAAECoCKYAAAAAgFAlLJg657o55z5yzs13zs1zzt2UqG0BAAAAANJXVgLXXS7p5977mc651pJmOOfGee/nJ3CbAAAAAIA0k7AWU+99gfd+ZvC4SNICSV0TtT0AAAAAQHpKyhhT59wBko6QNKWG537knJvunJteWFiYjOIAAAAAAFJIwoOpc66VpNcl3ey931z9ee/9k977PO99Xk5OTqKLAwAAAABIMQkNps65JrJQ+oL3fmQitwUAAAAASE+JnJXXSXpK0gLv/f2J2g4AAAAAIL0lssV0iKQrJJ3knJsd3M5I4PYAAAAAAGkoYZeL8d5PlOQStX4AAAAAQOOQlFl5AQAAAACoDcEUAAAAABAqgikAAAAAVPfxvdIXr4Zdir1GwsaYAgAAAEBa+nqC9OEfpKzm0v6Dpba5YZeo0aPFFAAAAAAqRLZLY34ptcmV5KVxd4Rdor0CwRQAAACJU7wm7BIA9TPlCalwoXTmvdLgG6W5/5WWTwm7VI0ewRQAAACJMeVJ6d5e0vxRYZcEqJuiVdL/3SP1Ok3qPUwacpPUuov03q+kaDTs0jVqBFMAAADE3+YCafxd9vidm2k5RXoY9zspUioNu0dyTspuJZ1yp/TtTOmLV8IuXaNGMAUAAED8vX+bFCmTLnlZKi2W3r5Z8j7sUgG1W/aphc/BN0ode1Yu73eh1HWgNP739l5GQhBMAQAAEF9Lxkvz3pCO+7nUZ7h00m+kRe9Kn78UdsmAmkXKpdG/kNp2s/dtrIwMa0EtKpAmPRBO+fYCBFMAAADEz/Zt0uj/lTr0lIbebMuOvV7qPlgac6u0cUW45QNqMv0pafVc6fS7paYtdn6+2yCp3wXSpw9LG5cnv3x7AYIpAAAA4mfSA9L6r6Uz75Oysm1ZRqY04lEpGpHeup5JZJBaigulD++WDjxBOuTs2l93yp2SHJePSRCCKQAAAOJj3VfSJ/dLh50n9Tyx6nMdekin/1H6ZoK1TgGpYvyd0vYSafjfbMKj2rTNtV4A80ZKyyYnrXh7C4IpAAAAGs5768KblS2d/qeaXzPwaumgU6Sxv7UQC4RtxTRp1vPSMT+Rcnrv/vWDb5TadOXyMQlAMAUAAEDDzXtD+upDm+iodeeaX+OcdPbDUlZT6Y3rrGsvEJZoxCpTWneRvvPLuv1O0xbSKb+XCmZLn7+Y2PLtZQimAAAAaJhtm6X3bpM695eOumbXr22zn3TGfVL+VGnSg8kpH1CTmc9ZwDztj1J267r/Xr/zpdyj7Dq9pUWJK99ehmAKAACAhvnoT1Lxaum7D9hER7vT73zp0O/Z762am/jyAdVtWW/Bcv+hNia6PpyThv3F3vOf3J+Y8u2FCKYAtA7nzQAAHuhJREFUAADYcwVfSFOfkPKulnIH1u13nJPO/LvUvL116S0vS2wZgerG32Ut/WfsZsKj2uQOlPpfLE1+RNqwNO7F2xsRTAEAALBnolHp3VukFh2lk39Xv99t2VE6+yFp9Rxpwj2JKR9Qk29nSTOelY6+Vup06J6v55Q7rIfAuHq+91EjgikAAAD2zMznpPxpNkavefv6/36f4dKAy6WJf7fZUYFEi0al0b+QWuZIJ/yqYetqs5809GfS/LekpRPjU769GMEUwJ755hPpwQHSzP+EXRIAQBiKC6UP7pQOOE7qf9Ger2fYn+3yG29eJ5VtiVvxgBp9/qJVppx6l9SsbcPXN/inUttuweVjmGW6IQimAOpvyXjphfOlzd9Ko26w8RUAgL3LuN9JZSXSmfft2Ri9Cs3aSCMeldYtsaALJMrWjdK4O6RuRzesMiVWk+bSqb+XVs2x66FijxFMAdTPovekly6WOvaSbpotHXK29P7t0kd/tourAwAav6WTrOVp8E+lnD4NX1+P46Wjr7NJlL6e0PD1ATX56E/S1vU24VFGHGNQ33OlbsdIH/7BJlTCHiGYAqi7+aOkVy6XOvWVrhxlYyvOf0YacJlNXPH+7YRTAGjsystswqO23aXjfxG/9Z58h9TxIOmt66Vtm+K3XkCyyxJN+6eU9wOpy+HxXbdz1iW9pFD65N74rnsvQjAFUDdz/iu9dpW03xHS99+SWnSw5ZlZ0tn/sJruzx6VRv2UMRYA0Jh99ohUuFA6469S0xbxW2/TFtI5T0ibV0rv3R6/9QLeS6P/V2rWTjrx14nZRtcjraL+s8ek9V8nZhuNHMEUwO7Nfkka+T9S92OkK0buPFlARoY07B7p+F9Ks/4jvf5DrkkHAI3RxuXShL9Kfc60GXXjLTdPGnqLNPt5adGY+K8fe6c5r0nLJ0un3FlZsZ4IJ/1Wymgijf1t4rbRiBFMAezajGelN39s438u+6+U3brm1zknnfRru2TAvDekly9ldkUAaGzGBJfXGP6XxG3jO7dKnfpJo26UStYlbjvYO2zbLI39jbTfkdIRVyR2W226SMfdIi18R/rm48RuqxEimAKo3ZQnpbdvknqdKl3ySt26bA3+qXTWg9KSD2zmXiYBaPy8l5Z9aq0b0WjYpQGQKIvGSIveteDYrlvitpPVVDrncWnrBundnzF3ARpmwl+k4jXSmffGd8Kj2hx7g42/fu82hjbVE8EUQM0+fVga8wvrrnXR81KTZnX/3YFXSef9S1oxRfr32dR4N1abVkof3ys9fKT0zHCbrfnZM6XCRWGXDEC8lZVIo38p5RwiHXt94rfX+TDpxNul+W/ZHAfAnlizUJryuHTkFVLXgcnZZpNm0ml3SavnSjOfS842GwmCKYCdffw36/Zy6AjpwuekrOz6r6Pf+dLFL0prFkjPniFtLoh/OZF85aXWVfv586QHDrOp8VvvJ414TDrrIWnNfOmxIXb5oPLSsEsLIF4+/pu0abn03fulzCbJ2eaQm6TcQdLon9t1s4H68N4q2Ju2kk6+M7nbPnSE1H2w9OEfmWG6HgimACp5L314t32Q9r9IOu+php2A9D7dxqVuypeePl1a/038yorkKvjcWkvu62OzM69ZIB33c+nGWdLV70oDLpUGXindMF3qO8IuH/TYELvWIYD0tmah9aI5/FJp/8HJ225GpnXpjWy3Gd/p0ov6mP+mjfM86TdSy47J3bZz0vB7pC3rbbIw1AnBFIDxXvrgDunjv9rkACMes0vBNFSP46Tvj5JKN1t3zzULG75OJMeW9dJnj0uPD5WeON4mwjrwROnykdLNc+zLvsOBVX+nVY51477sdSlSaq3lo35qY8UANIz30rLJNgHRl2OTE9S8l979ubU6nfaHxG+vuo49pVPvsnkLZjyT/O0jPZUWS+//Wurcz65bGoYuh0tHXC5NeUJa91U4ZUgzzqdQ7VNeXp6fPn162MVIvGjE+p0vnWi3smIp9yjrrtJtUGKnsQZq4r303q9sHMZR10jD/xb/CQJWz5f+M8Jqvq8YaddDReqJRqSvPrTL/iwaI0XKpC4D7Mv1sPPq9/lUViL93z3S5EekFh2t9rjvuVaTDNRVNCptWWfXtixeLXXubzNf7k2iUenLMdLEB6T8qZKcJC/t21caerMdV/GoSKzJ7JekN6+TvvuAlHd1YraxO9Go9Pw50opp0o8n7lwhBlT3we+lifdLPxgrdT86vHIUrZYeHmiV9Je8FF45Uohzbob3Pq/G5wimSVA9iC6bVNnfvMOBdvmNVXMlH8zc1bGXBdRugyys5hycnFnEalK8Rlo1x8q/aq60ep6U3cpmae11utVEcZIZP9s2W610Mvd3NCq9e4vVRB9zvXT63Ynbp+u/lv79PWnLBunSV6QDhiRmO6i/dV9Js56XPn9JKiqQmneQDr/YLhbe+bCGrbvgc7vsQ8Fs6aBTpTPvk9rvH59yI71Fyi1sbv7WgmdRgd1v/jZm2SqrIKngMqVDvmuVaAcc17i/g8pLpS9elT59SFr7pdSuuzT4Rqn/hdLC0dKkB6TChTYD6OAbrLdLXWZPr6utG6SH86QOPewEP6xzEcmGhDw6WOrUV7rqHevmC9Rk7RLp0WOkfhdI5zwWdmmkiX+XPrhTuuJNqeeJYZcmdATTZNtdED1gqH2Z7j9EatvVlpeVSN/OklZMDW5TpK3r7bnstlLuQKnb0UHLap7UrG18yxzZbl96q+ZKq+cE93OlksLK17TpKu17qC0rmG3LWncJQupp0oEn1H6Ny2SJlEurPo/530+2roW9h9uFwLsfm7ha5T3hvY3VW/SutU6tnGH/50NHSIedazPIJfKkKxqxwDD7eWnoz6ST70j8Sd6mldZyunG5zfbb69TEbg+1Ky22MTiznrcLj7sMC45HXC71HmaXbIiXaESa+qQ0/g+SvHTir6Wjr0ut4xHxVV5aGTCrBM6K+wKpeJXkq11iKKuZ1GY/m1SrTcWtq903by8tGi3NfsFC0z69pbwfWiVK83bh/J2JsG2zdZ3/7FH733XqZy2jh46oesxEo9Li960ldcVnVqF09HXSoP+JT++rd35m5fjRBKlL/4avr6EqWm9P+6Ndmgyoznu7VN2KqTbnQetOYZfIPgsfGSRlNZeum7jXf+8RTBMtGrFWxR1h6FOptCKI9qwMogcMsS/WuvDeWpdWTKkMq2vmS/KSnAXEbkcFYXWQjcGoa6AoWRu0gs6rbAktXChFt9vzmdnSvgfbF2GnvtZa0umwql9yRaulJeOkxWOlrz6y8YMZTexv7HWatabWp0x7KhqRVn0hffOJ/e+XT7aySNI+faT9j7Ug9M0Eq3Fv1s6CUJ/h0kGnxD/g10Wk3MpZcT24DUttedeBUs+TbZ8s+cDK26671Pccu3UZEN//Z6TcvuDnvCadcJtdly5ZLQ8la6X/nGOh/Lx/2t+H5IhG7QR21gs2u+72EqnjQRZG+1+c+C6SG1fYeLXF79v4m7MepFt3Y1Feap/FX46x74aNy3d+TdPWO4fNNtUCaPP2u/8s2r7V3r/T/mUVek1a2EzgR11j76t0VbRamvKYNO1pO4/ocbw05Gap50m7/58sm2wtqF++Z/+PI6+0y7rs6fVG82dI/zpZOubH0rA/79k64s176ZXLpcXjpGsnSPseEnaJkGoWviu9fKl0+p+lY38SdmkqzR8lvXqFdMa9VnG0FyOYxlsigmhdbNssrZxuYyxWTJHyp1dut0VHa03tNsjC6n5HWMBct7iyFXT1PHtcvKpyna27WPjsdJh1y+3U17oS16c2J7JdWv6ZnWguHmchV5La97BZWXudKu0/tH7XwaxNlf/9J8H/PgiiHXvZ/77Hcba92Fqy0iIL0F++Z7ct66SMLGu17jPcWoc69Gh4+WpTWiQtGW9hdPH7VtOfmS0d+J1g+8OrBoJtm6yb1ryRNt4vWm6t7X3PsbFEnfo2LESWl0mv/1BaMMpaSY+7peF/Y31t2yS9eJG9l896yK4xhvgrWWufFSunS/nTpJUz7Zhp2sreT0dcYZ8byewO6b211I651XpgHPMTqxzJbpW8MiA+StZaCF002j5jy4otFB14orTfgKqBs3UXqVmb+Jfh21nStKfsWpflW+27MO+H9v6Ox/dOMqz7yrrrzn7JKiUPPdsulbIn111cPd/WNec1+7nfBbau+oS4SLn0zxPt+Lx+amL2254qLrRumm27SteMT96la5D6tm+1lsmmraRrP0mtlknvpefOsnPxG2daBdxeimAaD2sWWLBIZhDdnWhUWruoskU1f6p1x5VsDE5Gls2KKUmZTaWcPju3grbcJ/7l2rDUAurisTZNd/k2O1Hp8R2p92nWoto2t+5/4+o5NXeL7nhQzP9+qNS6cx3XGbET9UWjLSiuXWTLcw6xkNjnDDsZaOhYms0F1nKwcHRli23z9haC+wy31tG6nIhvWS8tfEeaO9L+nz5i3df6nmvdfXP61K9c5aXSq1da2cKuUSzbYrXfX40PvyyNQXmZVdxUhND8aZUt8i7Tjv3cPLu22sFnSE1bhlpcbd1o425mPCO17Sadeb99RiB1eS8VLrLPj0Vj7LtH3kJn72H2+dnjOKlJ8+SXbesG6fOXrRV13RLr1nrE5TZhT6pOlrNyhnXDXfC2fU8PuNS6qHbs2fB1b1xhE4/NfE7avsUqQIfeLHU/Zve/+9nj0nu3Suc/Y98zqWbB2/bdcfwvpBNuD3fsK1LHR3+2S5Vd9a6dF6aaVXOkx49LrV4IISCYxsPbN9k4izCDaF1sWW+ha8UUC0IVraD79A6nVnH7VuvatXistRRWdO3at29lSM0dVFmrFY1Ka+ZVds1dNknattGe2zE+9/j4/u/XfWWtqIvGWKWDj0gtc6w7cp/hNlC9Lifw3lt360WjLYx+O9OWtz9A6nOmBYFuxzSsBq9krTT/LevCtnSidszK2PccO3nY3cnM9q32Zb7kA5uA5qhr9rws8VJeKr1+jbXexqtLsfd2LBQVxNxW2WRe0XLbxz5q7zdfcatYFtx7X8OymNuOZRELfa07W6tQ265BF8XgcavOiam19d6Op/xpdnKbP00q+KKyMqp1FwuhuUdJXfOs9SrsIFqbZZPtM3btIqtwGXZPaowLgolsjxl+MEbaEFyPuMvhwfj9YfEfatAQ3ltl4LSnrFufj0oHnWyfd71OC3/SHO+tonvSA9bzp1lbK9ugaxPzvt+y3sZ3T3nC5q7odozNKdDrtJoD3eYC6R9H2XChy0emzn6tbuS10hcvW++jdt3tu3an2/7hz32B5Fj/jfTI0dIhZ0nnPxV2aWo36kYbI//jyVJO77BLEwqCaTxsXG4tkKkWRNOJ99ai++X7FlSXT7aQ0KyttR5GyiyIVlzvsH2Pqi2iFRNFJdLWDUGX29HS4g+sZbxKl9thVd8DkXJp+ad2srbwXWnjMlvedaC1HBx8ps2qnIgv9qJVNmZh3kj7X0p2GYXDzrWg2v6Aqq8vK5FeuthC/9kPSUd+P/5l2lORcunt4MN6dzMDl5XYiVNs6NwcEz6Lvt15Fs8KzdpZq4TLsJNTl2HbcZnVlsU8V31ZTb8XLbftb1ppYzZjuQwLiRXdGdvm7vy4VafdnyyXFlk33JXTrfIpf7pUssaey2pu3fdzB1YG0WQcL/FUXipNelD6+G/W2nbqH6ybcaq2hESj1s1xU760Od/uK27RiPVGaZkT3GIf59h4/bDD0e7s6rOw9zC7pcN7bPO30oznrNWwqMBa5gdeZZ9/rfZNblki5VapOOlB6wnUej/rJTLwquSEp7ISm+js039Im5ZbL6EhN9nY3NiK69eutu+zn0yOT8ttomzfat2V1y2xniEblkrrl1b2aKvQYp9aQusB9vnbkGPRe+u+vmW9hf4t6+3Y2fHzuqrPRcvts79dN3svts21UN22W/A9kKKfd2Hx3t63JYX2vyxZGzxeGzxeGzwutB4CkTLphmmpfa5eXCg9fKRNxnnZq2GXJhQEU6SmbZtsTNLicdaCl5VtIbRHMGPxnk7YEC+R7daCumiMnZxVhM4uA2zc7MblFrK3bYwJr2dYgK1rt+J42bTSxuzNHWnBRbJw3Pdcqe8IKbuN9OKF1pI+4nHp8IuSW766iEal92+za6n2v8jKv1PoLKgcUxyraSsLf607ByGwS/Bzl8qfW3Wy91gieW/v680rbZ9sXlnz4/KtVX8vI6taeO0qtcm1WXG/nWUhdM0C2eRnsvHUuXl265pnvSIayzirtYut9XTZJOtyfNYD9e+uHg/bNgf7K1/atML226b8YNkKCzzVKz+atLQTzYysyhOnisuAVeFsXoCaQmtNgTa7dXJarXbXe+TAE9J3HHBku32OT3vKWlMzmtg4zqOusRPERP5/qwfCffoEgfCC+M58XVeR7fZdMelB66HUJtcuNXPk9+074j/nWO+VE36V/LLFw9YNlUG1+m3jiqrHZEaTGlpb97f3/bZNOwfLrevtcmexP9dUCVqhWVvrUt6ig91nZFlF1sYVlb3BKmQ2raywrAir7YLwWhFiE/EdFo1YuC4tspnay4rte7a02P62HRWymXafkbXzsh33dVxevk0qWRcTMguDkLlu58fl22oud1bzmM/JfawCot/51jsi1U16SBr3W5vYrG2uVcZmNbNhb02ax9yCn7OaV76mEVReEEyBhvLeJnVaNFpa9J51m2zernJMVc+TUueEbcMyq5WfN9KuHynZB/a2jdJ5/0rtGXC9lz76k/TxX+3njCaVYXNXoTOdump5bydOuwuvFV1ym7Wr2iW365HxuQxEKotG7RJGY39rJ/X9LrDJVzKy7JbZpIbHTazLdEaT2l9T/bVlJUHgXBETQvNtWfVWF5dpFQdtc4OW7q6VjytuzdpVDTjRqB13JYUxt7W1/7yt2jYrZGZXBtTMJnYCm9nUHmdlVz7ecV99WVMLQLG/V/E4I8uGHSx6r3K8/b6HVn62xWO8faop/FKa/rQ0+0Xbz/seKuX9wHrp+EgN3fV30Y1/x7IahgX4qJ1cz3oh6EJ7tJ2I9h6WGv9T761ieNIDVhHUvL29d5q2sG6G6TJxVH1Eyi0Y1hZcK3psVZeRFQTMjkHIbF8ZNne6D17TrN2uh3GUFllA3ZRvFRYbV9hnUcWyogLtqIys0KpzEFyDFtd23Ss/e8pKpLKimgNmWbHdlxYFr6l4XGzjj1NBVrPKoNlin6qBs3oAbblP6g5NqYvyUunpYZVDvuojq1llaK0xzDa34WP9L4h/ueOEYArE27ZN1jqSSjO+1WTdVxZSl4y3CTUOPiPsEtXNpnw7QWrRMTVO4JLNezuhLSuxE49UHeOVaMVrpLG/sR4V0XI7qYxuD8YJR3f/+/XRvENMy0RM6GwT3LfunPjut+VlMa0H1UPsWjuJLC+zVoxImbV8RUqD+2BZeexzweMaW21jZGTZcImK8aLVhwE0VmUl0tzXbbKkikq8RKjPpENhWTHVJmFaMk669FWbW2FvtHWj9Y7ass7CXkXYTFavhVjlZZU9NDYFrayxAXZT/q5bayVractuZb2KsltZ76kdj1sHj2Pus1vZJZ0qHmdm2+dHNBJzH1TOVMzXsOO5aO2vrb48s+nOYbNpy73ruy4atUqB7VvtvnxbzM8xt/Ktla/Z5XMxv3/EZTaOPEURTAEAjUs0WhlSI9Xuo9uDEFvT44rXlFtrY9tu1vrZtEXYf1HiRCNVw2x5adXw2q5bONd0ThUVMw2XFllFmKu4ZcY8ruiK6HZ+LqPa66oszwynu+6eipSnfoUrzI5x7iussrymgMm+RAraVTDlHQsASD8ZGVJGtqQEjxtuDDIypYzm4VzCJR04J+17cNilSA0EmfSRkWGzODODORqRvbCPHAAAAAAglRBMAQAAAAChIpgCAAAAAEJFMAUAAAAAhIpgCgAAAAAIFcEUAAAAABAqgikAAAAAIFQJC6bOuaedc2ucc3MTtQ0AAAAAQPpLZIvps5KGJXD9AAAAAIBGIGHB1Hv/saT1iVo/AAAAAKBxYIwpAAAAACBUoQdT59yPnHPTnXPTCwsLwy4OAAAAACDJQg+m3vsnvfd53vu8nJycsIsDAAAAAEiy0IMpAAAAAGDvlsjLxbwkabKkPs65fOfcDxO1LQAAAABA+spK1Iq995ckat0AAAAAgMaDrrwAAAAAgFARTAEAAAAAoSKYAgAAAABCRTAFAAAAAITKee/DLsMOzrlCScvCLscu7CNpbdiFQL2x39IT+y39sM/SE/stPbHf0g/7LD2x3+Jrf+99Tk1PpFQwTXXOuene+7ywy4H6Yb+lJ/Zb+mGfpSf2W3piv6Uf9ll6Yr8lD115AQAAAAChIpgCAAAAAEJFMK2fJ8MuAPYI+y09sd/SD/ssPbHf0hP7Lf2wz9IT+y1JGGMKAAAAAAgVLaYAAAAAgFARTOvIOTfMObfIObfEOfersMuD3XPOLXXOzXHOzXbOTQ+7PKiZc+5p59wa59zcmGUdnHPjnHOLg/v2YZYRO6tlv93pnFsZHHOznXNnhFlGVOWc6+ac+8g5N985N885d1OwnOMthe1iv3G8pTDnXDPn3FTn3OfBfvt9sLyHc25KcD75inOuadhlhdnFPnvWOfdNzLE2IOyyNlZ05a0D51ympC8lnSopX9I0SZd47+eHWjDsknNuqaQ87z3XnkphzrnjJRVL+rf3/rBg2V8lrffe3xNUBLX33t8aZjlRVS377U5Jxd77e8MsG2rmnOsiqYv3fqZzrrWkGZJGSLpKHG8paxf77UJxvKUs55yT1NJ7X+ycayJpoqSbJN0iaaT3/mXn3OOSPvfePxZmWWF2sc+uk/SO9/6/oRZwL0CLad0MkrTEe/+1975M0suSvhdymYBGwXv/saT11RZ/T9JzwePnZCdhSCG17DekMO99gfd+ZvC4SNICSV3F8ZbSdrHfkMK8KQ5+bBLcvKSTJFUEHI63FLKLfYYkIZjWTVdJK2J+zhdfCunASxrrnJvhnPtR2IVBvXTy3hcEj1dJ6hRmYVAvNzjnvgi6+tIlNEU55w6QdISkKeJ4SxvV9pvE8ZbSnHOZzrnZktZIGifpK0kbvfflwUs4n0wx1feZ977iWLs7ONb+7pzLDrGIjRrBFI3ZUO/9kZKGS7o+6HqINONtvAE1lunhMUk9JQ2QVCDpvnCLg5o451pJel3Szd77zbHPcbylrhr2G8dbivPeR7z3AyTlynrfHRxykbAb1feZc+4wSbfJ9t1RkjpIYqhDghBM62alpG4xP+cGy5DCvPcrg/s1kt6QfSkgPawOxlVVjK9aE3J5UAfe+9XBl3pU0j/FMZdygnFTr0t6wXs/MljM8ZbiatpvHG/pw3u/UdJHko6V1M45lxU8xflkiorZZ8OC7vTee18q6RlxrCUMwbRupknqFcyk1lTSxZJGhVwm7IJzrmUwSYSccy0lnSZp7q5/CylklKQrg8dXSnorxLKgjirCTeAcccyllGBij6ckLfDe3x/zFMdbCqttv3G8pTbnXI5zrl3wuLlsAs0FsrBzfvAyjrcUUss+WxhTcedkY4I51hKEWXnrKJiG/QFJmZKe9t7fHXKRsAvOuQNlraSSlCXpRfZZanLOvSTpBEn7SFot6Q5Jb0p6VVJ3ScskXei9Z6KdFFLLfjtB1q3QS1oq6dqYsYsImXNuqKRPJM2RFA0W3y4br8jxlqJ2sd8uEcdbynLO9ZdNbpQpawh61Xt/V3B+8rKsS+gsSZcHLXEI2S722YeSciQ5SbMlXRczSRLiiGAKAAAAAAgVXXkBAAAAAKEimAIAAAAAQkUwBQAAAACEimAKAAAAAAgVwRQAAAAAECqCKQAAKco5d4Jz7p2wywEAQKIRTAEAAAAAoSKYAgDQQM65y51zU51zs51zTzjnMp1zxc65vzvn5jnnxjvncoLXDnDOfeac+8I594Zzrn2w/CDn3AfOuc+dczOdcz2D1bdyzv3XObfQOfeCc86F9ocCAJAgBFMAABrAOXeIpIskDfHeD5AUkXSZpJaSpnvv+0qaIOmO4Ff+LelW731/SXNilr8g6RHv/eGSBksqCJYfIelmSYdKOlDSkIT/UQAAJFlW2AUAACDNnSxpoKRpQWNmc0lrJEUlvRK85nlJI51zbSW1895PCJY/J+k151xrSV29929Ikvd+myQF65vqvc8Pfp4t6QBJExP/ZwEAkDwEUwAAGsZJes57f1uVhc79ttrr/B6uvzTmcUR8dwMAGiG68gIA0DDjJZ3vnNtXkpxzHZxz+8u+Y88PXnOppIne+02SNjjnjguWXyFpgve+SFK+c25EsI5s51yLpP4VAACEiFpXAAAawHs/3zn3G0ljnXMZkrZLul5SiaRBwXNrZONQJelKSY8HwfNrSVcHy6+Q9IRz7q5gHRck8c8AACBUzvs97VkEAABq45wr9t63CrscAACkA7ryAgAAAABCRYspAAAAACBUtJgCAAAAAEJFMAUAAAAAhIpgCgAAAAAIFcEUAAAAABAqgikAAAAAIFQEUwAAAABAqP4fT96aJtue52QAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(16,9))\n","plt.plot(hist.history['mse'])\n","plt.plot(hist.history['val_mse'])\n","plt.title('Model mse')\n","plt.ylabel('mse')\n","plt.xlabel('epoch')\n","plt.legend(['train mse', 'validation mse'])\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":567},"executionInfo":{"elapsed":634,"status":"ok","timestamp":1657362719035,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"__0Zc1ucNvvz","outputId":"edfdc5b6-080e-4835-b036-167b3e3f5b13"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(16,9))\n","plt.plot(hist.history['loss'])\n","plt.plot(hist.history['val_loss'])\n","plt.title('Model mse')\n","plt.ylabel('loss')\n","plt.xlabel('epoch')\n","plt.legend(['train loss', 'validation loss'])\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Jeok-lEORdVQ"},"outputs":[],"source":["def split_onehot(dataset, target, start, end, window, horizon):\n"," X = []\n"," y = []\n"," start = start + window\n"," if end is None:\n"," end = len(dataset) - horizon\n"," for i in range(start, end):\n"," indices = range(i-window, i)\n"," X.append(dataset[indices])\n"," indicey = range(i, i+horizon)\n"," y.append(target[indicey])\n"," return np.array(X), np.array(y) "]},{"cell_type":"code","execution_count":null,"metadata":{"id":"qCQv_89ydsw0"},"outputs":[],"source":["def plot_input(test_data, model, n_steps, n_features, batch_size = 128, buffer_size = 150):\n"," # demonstrate prediction\n"," data_size=len(test_data)\n"," \n"," predict_list=[]\n","\n"," target=test_data[['pods']]\n"," test_data.drop(['pods'], axis=1, inplace=True)\n","\n"," X, y = split_onehot(array(test_data), array(target), 0, None, n_steps, n_features)\n"," test = tf.data.Dataset.from_tensor_slices((X, y))\n"," test = test.cache().shuffle(buffer_size).batch(batch_size).repeat()\n","\n"," for i in range(data_size-n_steps-1):\n"," x_input = array(X[i])\n"," x_input = x_input.reshape((1, n_steps, data_size))\n"," yhat = model.predict(x_input, verbose=0)\n"," predict_list.append([yhat[0][0]])\n","\n"," # print(y.shape)\n"," # yhat = model.predict(X, verbose=0)\n","\n"," # for i in range(data_size-n_steps):\n"," # predict_list.append([yhat[i][0]])\n","\n"," # print(pd.DataFrame(y.reshape((y.shape[-3],)), columns=['y'])['y'])\n","\n"," plt.figure(figsize=(30,10))\n"," plt.plot(pd.DataFrame(predict_list)[0])\n"," plt.plot(pd.DataFrame(y.reshape((y.shape[-3],)), columns=['y'])['y'])\n"," #plt.plot(30, yhat, marker=\"H\")\n"," plt.show()\n"," "]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":409},"executionInfo":{"elapsed":6443,"status":"ok","timestamp":1657362725473,"user":{"displayName":"금나연","userId":"14671297533244968768"},"user_tz":-540},"id":"xas29Ok9dsw0","outputId":"b99d1c1f-2ea7-4f72-c4c1-f87495093f7c"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["test_data=pd.concat([pd.get_dummies(log_df_index['pods'], columns=['pods']), log_df_index['pods']], axis=1).iloc[1200:1300]\n","n_steps=5\n","n_features=1\n","epochs=50\n","size=1000\n","\n","predict_list=plot_input(test_data, model, n_steps, n_features)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"XH5MEObBYbVQ"},"outputs":[],"source":[]}],"metadata":{"accelerator":"GPU","colab":{"collapsed_sections":[],"name":"model.ipynb","provenance":[]},"gpuClass":"standard","interpreter":{"hash":"570feb405e2e27c949193ac68f46852414290d515b0ba6e5d90d076ed2284471"},"kernelspec":{"display_name":"Python 3.8.6 64-bit","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.6"}},"nbformat":4,"nbformat_minor":0} diff --git a/model/model_final.ipynb b/model/model_final.ipynb new file mode 100644 index 0000000..ddeeec5 --- /dev/null +++ b/model/model_final.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","from sklearn import metrics # for the evaluation\n","from sklearn.preprocessing import LabelEncoder,MinMaxScaler\n","import tensorflow as tf\n","pd.set_option('display.max_columns', None)\n","pd.set_option('display.max_rows', None)\n","import math\n","from keras.models import Sequential\n","from keras.layers import LSTM, Bidirectional, Dense\n","import math\n","# univariate bidirectional lstm\n","from numpy import array\n","from keras.models import Sequential\n","from keras.layers import LSTM\n","from keras.layers import Dense\n","from keras.layers import Bidirectional\n","\n","from sklearn.metrics import mean_squared_error"],"metadata":{"id":"2pLJ3-OR7xCO","executionInfo":{"status":"ok","timestamp":1659853530639,"user_tz":-540,"elapsed":3374,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["import tensorflow as tf\n","import matplotlib as mpl\n","import matplotlib.pyplot as plt\n","import numpy as np\n","import os\n","import pandas as pd\n","\n","mpl.rcParams['figure.figsize'] = (8,6)\n","mpl.rcParams['axes.grid'] = False"],"metadata":{"id":"f79NLWWy8z-S","executionInfo":{"status":"ok","timestamp":1659853530640,"user_tz":-540,"elapsed":7,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-XqB423X7yyh","executionInfo":{"status":"ok","timestamp":1659853533435,"user_tz":-540,"elapsed":2801,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"9ec1d728-9ae8-4cf9-8e0a-36d87b17376f"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}]},{"cell_type":"code","source":["import tensorflow as tf\n","device_name = tf.test.gpu_device_name()\n","if device_name != '/device:GPU:0':\n"," raise SystemError('GPU device not found')\n","print('Found GPU at: {}'.format(device_name))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6-ls3LZM7y1P","executionInfo":{"status":"ok","timestamp":1659853533720,"user_tz":-540,"elapsed":3,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"2bf08b2b-9e48-4cb1-e7c6-cb5defe1edd1"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["Found GPU at: /device:GPU:0\n"]}]},{"cell_type":"code","source":["df=pd.read_csv(\"/content/drive/MyDrive/AI-HPA_Model/data/log_df_pods_slow.csv\").drop([\"Unnamed: 0\"], axis=1)"],"metadata":{"id":"DpkCYuOz7y3i","executionInfo":{"status":"ok","timestamp":1659853535566,"user_tz":-540,"elapsed":1847,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["def univariate_data(dataset, start_index, end_index, history_size, target_size, single_step=False):\n"," data=[]\n"," labels=[]\n"," \n"," start_index = start_index + history_size\n"," if end_index is None:\n"," end_index = len(dataset) - target_size\n"," \n"," for i in range(start_index, end_index):\n"," indices = range(i-history_size, i)\n"," #Reshape data from (history_size,) to (history_size,1)\n"," data.append(np.reshape(dataset[indices], (history_size,1)))\n","\n"," if single_step:\n"," labels.append(dataset[i+target_size])\n"," else:\n"," labels.append(dataset[i:i+target_size])\n"," \n"," return np.array(data), np.array(labels)"],"metadata":{"id":"eCMefPDz7y53","executionInfo":{"status":"ok","timestamp":1659853535566,"user_tz":-540,"elapsed":5,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["TRAIN_SPLIT = 2000000\n","tf.random.set_seed(13)"],"metadata":{"id":"jtq2EaY37y8Z","executionInfo":{"status":"ok","timestamp":1659853537178,"user_tz":-540,"elapsed":2,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["uni_data = df['pods']\n","uni_data.index = df.index\n","uni_data.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ecwOeRST7y-z","executionInfo":{"status":"ok","timestamp":1659853537629,"user_tz":-540,"elapsed":3,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"9a9484a4-06b7-4361-a61e-591e93262f45"},"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0 9\n","1 9\n","2 9\n","3 10\n","4 11\n","Name: pods, dtype: int64"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","source":["uni_data.plot(subplots=True)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":423},"id":"TYpy_tWz7zBR","executionInfo":{"status":"ok","timestamp":1659853540308,"user_tz":-540,"elapsed":1520,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"8bafc315-05d5-4dce-907b-26bd50ff0848"},"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([],\n"," dtype=object)"]},"metadata":{},"execution_count":9},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["uni_data = uni_data.values"],"metadata":{"id":"v3X-wBpD7zDs","executionInfo":{"status":"ok","timestamp":1659853541393,"user_tz":-540,"elapsed":2,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["uni_train_mean = uni_data[:TRAIN_SPLIT].mean()\n","uni_train_std = uni_data[:TRAIN_SPLIT].std()"],"metadata":{"id":"XFGjSIIM7zGT","executionInfo":{"status":"ok","timestamp":1659853541870,"user_tz":-540,"elapsed":2,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2sKS-QMJ9Nl0","executionInfo":{"status":"ok","timestamp":1659853544274,"user_tz":-540,"elapsed":2039,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"894d954d-a0ee-4b35-b03f-343e7ca8200e"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}]},{"cell_type":"code","source":["univariate_past_history = 10\n","univariate_future_target = 1\n","\n","x_train_uni, y_train_uni = univariate_data(uni_data, 0, TRAIN_SPLIT, univariate_past_history, univariate_future_target)\n","x_val_uni, y_val_uni = univariate_data(uni_data, TRAIN_SPLIT, None, univariate_past_history, univariate_future_target, single_step=True)"],"metadata":{"id":"Z8x0y1cE9Noe","executionInfo":{"status":"ok","timestamp":1659855057442,"user_tz":-540,"elapsed":15619,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":45,"outputs":[]},{"cell_type":"code","source":["len(x_train_uni), len(x_val_uni)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Djh6VEUX9Nq8","executionInfo":{"status":"ok","timestamp":1659855057442,"user_tz":-540,"elapsed":23,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"3e60edea-c359-4c8f-ae4c-81e4143f29b2"},"execution_count":46,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1999990, 245294)"]},"metadata":{},"execution_count":46}]},{"cell_type":"code","source":["print('Single window of past history')\n","print(x_train_uni[0])\n","print('\\n Target temperature to predict')\n","print(y_train_uni[0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zdapfneX9Ntn","executionInfo":{"status":"ok","timestamp":1659855057442,"user_tz":-540,"elapsed":19,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"70fdba6b-8660-4235-ae45-80607e89d1f6"},"execution_count":47,"outputs":[{"output_type":"stream","name":"stdout","text":["Single window of past history\n","[[ 9]\n"," [ 9]\n"," [ 9]\n"," [10]\n"," [11]\n"," [11]\n"," [11]\n"," [11]\n"," [11]\n"," [11]]\n","\n"," Target temperature to predict\n","[11]\n"]}]},{"cell_type":"code","source":["def create_time_steps(length):\n"," return list(range(-length, 0))"],"metadata":{"id":"_NBdDk0C9NwI","executionInfo":{"status":"ok","timestamp":1659855057443,"user_tz":-540,"elapsed":17,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":48,"outputs":[]},{"cell_type":"code","source":["def show_plot(plot_data, delta, title):\n"," labels = ['History', 'True Future', 'Model Prediction']\n"," marker = ['.-', 'rx', 'go']\n"," time_steps = create_time_steps(plot_data[0].shape[0])\n"," if delta:\n"," future = delta\n"," else:\n"," future = 0\n"," \n"," plt.title(title)\n"," for i, x in enumerate(plot_data):\n"," if i:\n"," plt.plot(future, plot_data[i], marker[i], markersize=10, label=labels[i])\n"," else:\n"," plt.plot(time_steps, plot_data[i].flatten(), marker[i], label=labels[i])\n"," \n"," plt.legend()\n"," plt.xlim([time_steps[0], (future+5)*2])\n"," plt.xlabel('Time-Step')\n"," return plt"],"metadata":{"id":"Zjntj3qh7zI5","executionInfo":{"status":"ok","timestamp":1659855057443,"user_tz":-540,"elapsed":17,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":49,"outputs":[]},{"cell_type":"code","source":["BATCH_SIZE = 8\n","BUFFER_SIZE = 20\n","\n","train_univariate = tf.data.Dataset.from_tensor_slices((x_train_uni, y_train_uni))\n","train_univariate = train_univariate.cache().shuffle(BUFFER_SIZE).batch(BATCH_SIZE).repeat()\n","\n","val_univariate = tf.data.Dataset.from_tensor_slices((x_val_uni, y_val_uni))\n","val_univariate = val_univariate.batch(BATCH_SIZE).repeat()"],"metadata":{"id":"ELF73ToB9Uud","executionInfo":{"status":"ok","timestamp":1659855057443,"user_tz":-540,"elapsed":17,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":50,"outputs":[]},{"cell_type":"code","source":["with tf.device('/device:GPU:0'):\n"," simple_lstm_model = tf.keras.models.Sequential([\n"," Bidirectional(LSTM(100, return_sequences=True), input_shape=x_train_uni.shape[-2:]),\n"," Dense(128, activation='tanh'),\n"," Dense(64, activation='tanh'),\n"," Bidirectional(tf.keras.layers.LSTM(50)),\n"," # Dense(128, activation='tanh'),\n"," # Dense(128, activation='tanh'),\n"," Dense(units=1),\n"," ])\n","\n"," simple_lstm_model.compile(optimizer=tf.keras.optimizers.RMSprop(learning_rate=0.007), loss=tf.keras.metrics.mean_squared_error, metrics=[tf.keras.metrics.RootMeanSquaredError(name='rmse')])#tf.keras.optimizers.RMSprop(learning_rate=0.007), loss=tf.keras.metrics.mean_squared_error, metrics=[tf.keras.metrics.MeanSquaredError(name='mse')]\n"," simple_lstm_model.summary() \n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KsONGbRH9UxD","executionInfo":{"status":"ok","timestamp":1659855058532,"user_tz":-540,"elapsed":1105,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"a2101fb7-bb49-4ec6-fd09-7cdab172769f"},"execution_count":51,"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"sequential_4\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n"," bidirectional_8 (Bidirectio (None, 10, 200) 81600 \n"," nal) \n"," \n"," dense_9 (Dense) (None, 10, 128) 25728 \n"," \n"," dense_10 (Dense) (None, 10, 64) 8256 \n"," \n"," bidirectional_9 (Bidirectio (None, 100) 46000 \n"," nal) \n"," \n"," dense_11 (Dense) (None, 1) 101 \n"," \n","=================================================================\n","Total params: 161,685\n","Trainable params: 161,685\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}]},{"cell_type":"code","source":["EVALUATION_INTERVAL = 200 #데이터셋 크기가 큼으로 시간을 절약하기위해서 각 EPOCH는 200스탭만 실시합니다\n","EPOCHS = 200\n","model_path = 'model.h5'\n","early_stopings = tf.keras.callbacks.EarlyStopping(monitor='val_loss', min_delta=0, patience=20, verbose=1, mode='min')\n","checkpoint = tf.keras.callbacks.ModelCheckpoint(model_path, monitor='val_loss', save_best_only=True, mode='min', verbose=0)\n","callbacks=[early_stopings,checkpoint]\n","hist=simple_lstm_model.fit(train_univariate, epochs=EPOCHS, validation_data=val_univariate, validation_steps=50, verbose=1, callbacks=callbacks, steps_per_epoch=EVALUATION_INTERVAL)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OiVTnq429Uzp","executionInfo":{"status":"ok","timestamp":1659855245420,"user_tz":-540,"elapsed":186893,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"d0c036c9-021e-43c8-945c-3490bad91e27"},"execution_count":52,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/200\n","200/200 [==============================] - 10s 18ms/step - loss: 1.8336 - rmse: 1.3541 - val_loss: 28.6556 - val_rmse: 5.3531\n","Epoch 2/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4174 - rmse: 0.6460 - val_loss: 20.9502 - val_rmse: 4.5771\n","Epoch 3/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4708 - rmse: 0.6862 - val_loss: 5.7998 - val_rmse: 2.4083\n","Epoch 4/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.4125 - rmse: 0.6422 - val_loss: 3.4013 - val_rmse: 1.8443\n","Epoch 5/200\n","200/200 [==============================] - 3s 17ms/step - loss: 0.4076 - rmse: 0.6384 - val_loss: 18.6749 - val_rmse: 4.3214\n","Epoch 6/200\n","200/200 [==============================] - 2s 12ms/step - loss: 4.6270 - rmse: 2.1510 - val_loss: 11.6854 - val_rmse: 3.4184\n","Epoch 7/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.3111 - rmse: 0.5578 - val_loss: 0.7567 - val_rmse: 0.8699\n","Epoch 8/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4821 - rmse: 0.6943 - val_loss: 9.2137 - val_rmse: 3.0354\n","Epoch 9/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.3309 - rmse: 0.5752 - val_loss: 9.4040 - val_rmse: 3.0666\n","Epoch 10/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.7913 - rmse: 0.8895 - val_loss: 37.8309 - val_rmse: 6.1507\n","Epoch 11/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2737 - rmse: 0.5231 - val_loss: 8.9165 - val_rmse: 2.9861\n","Epoch 12/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4659 - rmse: 0.6826 - val_loss: 17.8038 - val_rmse: 4.2194\n","Epoch 13/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5099 - rmse: 0.7141 - val_loss: 9.9308 - val_rmse: 3.1513\n","Epoch 14/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4999 - rmse: 0.7070 - val_loss: 8.1296 - val_rmse: 2.8512\n","Epoch 15/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2794 - rmse: 0.5286 - val_loss: 11.9649 - val_rmse: 3.4590\n","Epoch 16/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.5720 - rmse: 1.2538 - val_loss: 12.6753 - val_rmse: 3.5602\n","Epoch 17/200\n","200/200 [==============================] - 2s 11ms/step - loss: 6.2548 - rmse: 2.5010 - val_loss: 5.5419 - val_rmse: 2.3541\n","Epoch 18/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5513 - rmse: 0.7425 - val_loss: 2.0396 - val_rmse: 1.4281\n","Epoch 19/200\n","200/200 [==============================] - 2s 11ms/step - loss: 5.9564 - rmse: 2.4406 - val_loss: 4.5913 - val_rmse: 2.1427\n","Epoch 20/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.4846 - rmse: 0.6961 - val_loss: 6.4798 - val_rmse: 2.5456\n","Epoch 21/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6439 - rmse: 0.8024 - val_loss: 11.2208 - val_rmse: 3.3497\n","Epoch 22/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.1614 - rmse: 1.0777 - val_loss: 2.4442 - val_rmse: 1.5634\n","Epoch 23/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.7838 - rmse: 0.8853 - val_loss: 1.6923 - val_rmse: 1.3009\n","Epoch 24/200\n","200/200 [==============================] - 2s 12ms/step - loss: 1.2863 - rmse: 1.1342 - val_loss: 4.8190 - val_rmse: 2.1952\n","Epoch 25/200\n","200/200 [==============================] - 2s 12ms/step - loss: 1.2815 - rmse: 1.1320 - val_loss: 0.7530 - val_rmse: 0.8677\n","Epoch 26/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.8153 - rmse: 1.3473 - val_loss: 6.1976 - val_rmse: 2.4895\n","Epoch 27/200\n","200/200 [==============================] - 2s 12ms/step - loss: 1.0218 - rmse: 1.0108 - val_loss: 0.6807 - val_rmse: 0.8250\n","Epoch 28/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.8630 - rmse: 0.9290 - val_loss: 5.4234 - val_rmse: 2.3288\n","Epoch 29/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5304 - rmse: 0.7283 - val_loss: 1.9641 - val_rmse: 1.4015\n","Epoch 30/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.0866 - rmse: 1.0424 - val_loss: 0.7052 - val_rmse: 0.8398\n","Epoch 31/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6190 - rmse: 0.7868 - val_loss: 2.7190 - val_rmse: 1.6489\n","Epoch 32/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.7064 - rmse: 0.8405 - val_loss: 0.6321 - val_rmse: 0.7950\n","Epoch 33/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.6320 - rmse: 0.7950 - val_loss: 0.3488 - val_rmse: 0.5906\n","Epoch 34/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5555 - rmse: 0.7453 - val_loss: 0.6572 - val_rmse: 0.8107\n","Epoch 35/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.6110 - rmse: 0.7816 - val_loss: 0.4199 - val_rmse: 0.6480\n","Epoch 36/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.3910 - rmse: 0.6253 - val_loss: 1.2817 - val_rmse: 1.1321\n","Epoch 37/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6323 - rmse: 0.7952 - val_loss: 0.2973 - val_rmse: 0.5453\n","Epoch 38/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.5612 - rmse: 0.7491 - val_loss: 0.2945 - val_rmse: 0.5427\n","Epoch 39/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4493 - rmse: 0.6703 - val_loss: 0.9461 - val_rmse: 0.9727\n","Epoch 40/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.6554 - rmse: 0.8096 - val_loss: 0.2488 - val_rmse: 0.4988\n","Epoch 41/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4035 - rmse: 0.6352 - val_loss: 0.3419 - val_rmse: 0.5847\n","Epoch 42/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4472 - rmse: 0.6687 - val_loss: 0.6348 - val_rmse: 0.7968\n","Epoch 43/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5401 - rmse: 0.7349 - val_loss: 0.3866 - val_rmse: 0.6218\n","Epoch 44/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6770 - rmse: 0.8228 - val_loss: 0.1749 - val_rmse: 0.4182\n","Epoch 45/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6092 - rmse: 0.7805 - val_loss: 0.6473 - val_rmse: 0.8046\n","Epoch 46/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.7107 - rmse: 1.3079 - val_loss: 5.3851 - val_rmse: 2.3206\n","Epoch 47/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.9918 - rmse: 0.9959 - val_loss: 8.5782 - val_rmse: 2.9289\n","Epoch 48/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.8299 - rmse: 0.9110 - val_loss: 10.5604 - val_rmse: 3.2497\n","Epoch 49/200\n","200/200 [==============================] - 2s 12ms/step - loss: 1.8371 - rmse: 1.3554 - val_loss: 0.7611 - val_rmse: 0.8724\n","Epoch 50/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6085 - rmse: 0.7801 - val_loss: 1.2175 - val_rmse: 1.1034\n","Epoch 51/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.0274 - rmse: 1.0136 - val_loss: 0.7516 - val_rmse: 0.8669\n","Epoch 52/200\n","200/200 [==============================] - 2s 12ms/step - loss: 1.1206 - rmse: 1.0586 - val_loss: 0.9569 - val_rmse: 0.9782\n","Epoch 53/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.0106 - rmse: 1.0053 - val_loss: 0.5068 - val_rmse: 0.7119\n","Epoch 54/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.7266 - rmse: 0.8524 - val_loss: 1.7807 - val_rmse: 1.3344\n","Epoch 55/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.4078 - rmse: 0.6386 - val_loss: 0.5034 - val_rmse: 0.7095\n","Epoch 56/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.8286 - rmse: 0.9103 - val_loss: 0.3711 - val_rmse: 0.6092\n","Epoch 57/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6112 - rmse: 0.7818 - val_loss: 0.1679 - val_rmse: 0.4097\n","Epoch 58/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3388 - rmse: 0.5821 - val_loss: 0.2094 - val_rmse: 0.4576\n","Epoch 59/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.1990 - rmse: 1.0950 - val_loss: 0.2157 - val_rmse: 0.4645\n","Epoch 60/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.7713 - rmse: 0.8782 - val_loss: 0.4523 - val_rmse: 0.6725\n","Epoch 61/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.6020 - rmse: 0.7759 - val_loss: 0.4792 - val_rmse: 0.6922\n","Epoch 62/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.3219 - rmse: 0.5674 - val_loss: 0.2340 - val_rmse: 0.4838\n","Epoch 63/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.2397 - rmse: 0.4896 - val_loss: 1.0347 - val_rmse: 1.0172\n","Epoch 64/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.2782 - rmse: 0.5274 - val_loss: 0.3409 - val_rmse: 0.5839\n","Epoch 65/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.3968 - rmse: 0.6299 - val_loss: 12.4774 - val_rmse: 3.5323\n","Epoch 66/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.3666 - rmse: 0.6055 - val_loss: 1.0054 - val_rmse: 1.0027\n","Epoch 67/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.4085 - rmse: 0.6392 - val_loss: 3.5558 - val_rmse: 1.8857\n","Epoch 68/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.5744 - rmse: 0.7579 - val_loss: 1.7062 - val_rmse: 1.3062\n","Epoch 69/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.4550 - rmse: 0.6746 - val_loss: 1.7149 - val_rmse: 1.3096\n","Epoch 70/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6563 - rmse: 0.8101 - val_loss: 0.5010 - val_rmse: 0.7078\n","Epoch 71/200\n","200/200 [==============================] - 2s 12ms/step - loss: 2.1330 - rmse: 1.4605 - val_loss: 4.0385 - val_rmse: 2.0096\n","Epoch 72/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3436 - rmse: 0.5862 - val_loss: 1.3795 - val_rmse: 1.1745\n","Epoch 73/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.3501 - rmse: 1.1619 - val_loss: 1.5336 - val_rmse: 1.2384\n","Epoch 74/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2360 - rmse: 0.4858 - val_loss: 10.7571 - val_rmse: 3.2798\n","Epoch 75/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3870 - rmse: 0.6221 - val_loss: 0.5280 - val_rmse: 0.7266\n","Epoch 76/200\n","200/200 [==============================] - 2s 12ms/step - loss: 0.2622 - rmse: 0.5120 - val_loss: 3.0509 - val_rmse: 1.7467\n","Epoch 77/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5371 - rmse: 0.7329 - val_loss: 1.0348 - val_rmse: 1.0173\n","Epoch 77: early stopping\n"]}]},{"cell_type":"code","source":["plt.figure(figsize=(16,9))\n","plt.plot(hist.history['rmse'])\n","plt.plot(hist.history['val_rmse'])\n","plt.title('Model rmse')\n","plt.ylabel('rmse')\n","plt.xlabel('epoch')\n","plt.legend(['train rmse', 'validation rmse'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":450},"id":"MesW5XbM9U2J","executionInfo":{"status":"ok","timestamp":1659855246398,"user_tz":-540,"elapsed":982,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"f87095c3-07fa-4a1b-f5e2-f7e80dec93e7"},"execution_count":53,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["plt.figure(figsize=(16,9))\n","plt.plot(hist.history['loss'])\n","plt.plot(hist.history['val_loss'])\n","plt.title('Model mse')\n","plt.ylabel('loss')\n","plt.xlabel('epoch')\n","plt.legend(['train loss', 'validation loss'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":448},"id":"Kqr2zC-U9U4u","executionInfo":{"status":"ok","timestamp":1659855246399,"user_tz":-540,"elapsed":16,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"f548a884-4e2c-4236-e427-2e0eac2e32da"},"execution_count":54,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["for x, y in val_univariate.take(3):\n"," plot = show_plot([x[0].numpy(), y[0].numpy(), simple_lstm_model.predict(x)[0]], 0, 'Model')\n"," plot.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"Txmn1WMh9U7Q","executionInfo":{"status":"ok","timestamp":1659855248595,"user_tz":-540,"elapsed":2210,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"590703e0-bd69-4d93-8562-e1d49becce07"},"execution_count":55,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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zk033cTmzZtZvnw5Rx99dPu8Sy+9lMMOO4zly5fzjW98g4997GMAfOUrX+GYY47h6aef5sMf/nB76O3MI1k7c+edd3LooYcCsGLFCs4//3yefvppnn32WVasWMFjjz3GsmXLWLp0KQ8++CBLly7lpptuat/rfryTm/Bs2bKF0047jR/+8Ic8+eST3H///YwcOZLLL7+c0047jWXLlnHaaadts8xnP/tZ5s+fz/LlyznzzDO58MIL2+e99NJLPPzww9x5550l2bPvzc1nJEkl1LSlqU/bdaa2tpaVK1dy4403Mm/evG3mPfzww/zqV78C4Pjjj2ft2rW8+eabPPjgg/z617kbjr7//e9n991z9x/r6WNQ58yZQ3V1NbW1tXzta1/j9ddfZ+LEicyaNQuAe++9l3vvvZfDDjsst75NTaxYsYL169fz4Q9/mBEjRgC5Q+gdPfvss+y9997tNY0ZM2a7Nh098sgj7et39tln86WCmwB96EMfoqqqimnTpvHKK69021dfM9QlqUKNGjqK9VvWF9WuN04++WS++MUv8sADD7B27doe99PTx6AuXryYcePGtb9//fXXt3kEbEqJiy++mE9/+tPbLPeDH/ygx7X21LBhw9pfF/tslb7k4XdJqlBn1Z5FTVXNDtvUVNVwdu3Zvfqcc845h0svvbT90HebY489tv3w+QMPPMC4ceMYM2YMxx13HL/85S8BuOeee3jttdeA/nsM6nvf+14WLlxIU1PuiMSaNWtoaGjguOOO4/bbb2fTpk2sX7+e3/72t9stO3XqVF566aX2Q/Pr16+npaVlu0e9Fpo9ezY33XQTAIsWLeLYY4/t9Tr0FffUJalCfeGdX+C6J6/b4Xn1muoaPj/r8736nAkTJmxz3rjNZZddxjnnnENtbS0jRozguuuuA3Ln2s844wwOPvhgZs+ezdvf/nZg28egtra2UlNTw09+8hMmTpzYq/rmzp3LM888wzvf+U4ARo0axQ033MDhhx/OaaedxvTp09lzzz3bD7EXGjp0KDfffDOf/exn2bRpE7vssgv3338/c+bM4YorrmDGjBlcfPG2jyz58Y9/zCc+8Qm+853vMH78eH7+85/3qv6+VPSjVweSj16VNNgV9ehVctepn3LrKTRvbd4m3GuqaqipruG2j97GiQee2J+laieV66NXJUklduKBJ7L8vOUsOGIBY4aNoSqqGDNsDAuOWMDy85Yb6IOMh98lqcJN2WMKV827iqvmXVXqUlRi7qlLkpQRhroklalyHPOk3unvbWqoS1IZGj58OGvXrjXYMySlxNq1axk+fHi/fYbn1CWpDE2YMIHVq1fT2NhY6lLUh4YPH86ECRP6rX9DXZLKUE1NDfvvv3+py1CF8fC7JEkZYahLkpQRhrokSRlhqEuSlBGGuiRJGWGoS5KUEYa6JEkZYahLkpQRhrokSRlhqEuSlBGGuiRJGWGoS5KUEYa6JEkZYahLkpQRhrokSRlhqEuSlBGGuiRJGWGoS5KUEYa6JEkZYahLkpQRhrokSRlhqEuSlBGGuiRJGWGoS5KUEYa6JEkZYahLkpQRhrokSRlhqEuSlBGGuiRJGWGoS5KUEYa6JEkZYahLkpQRhrokSRlhqEuSlBGGuiRJGWGoS5KUEYa6JEkZYahLkpQRhrokSRlhqEuSlBGGuiRJGWGoS5KUEYa6JEkZMaS7BhGxEDgJaEgpHZKfdjMwNd9kN+D1lNKMTpZdCawHtgItKaWZfVS3JEnqoNtQB64FrgJ+0TYhpXRa2+uI+B7wxg6Wn5NSerWnBUqSpOJ0G+oppQcjYlJn8yIigFOB4/u2LEmStLN6e079WOCVlNKKLuYn4N6IWBoRC3bUUUQsiIglEbGksbGxl2VJkjT49DbUzwBu3MH8Y1JKhwMnAv8tIo7rqmFK6WcppZkppZnjx4/vZVmSJA0+PQ71iBgC/BNwc1dtUkpr8n83AL8Bjurp50mSpB3rzZ76e4C/ppRWdzYzIkZGxOi218Bc4KlefJ4kSdqBbkM9Im4EHgGmRsTqiPhkftbpdDj0HhH7RMTd+bd7AQ9HxJPAY8BdKaXf9V3pkiSpUDGj38/oYvrHO5n2IjAv//o5YHov65MkSUXyjnKSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkYY6pIkZYShLklSRhjqkiRlhKEuDVbf/jYsXrzjNosX59pJqgiGujRYHXkknHpq18G+eHFu/pFHDmxdknqs21CPiIUR0RARTxVMuzkiluX/rIyIZV0s+76IeDYi6iLior4sXFIvzZkDt9zSebC3Bfott+TaSaoIxeypXwu8r3BCSum0lNKMlNIM4FfArzsuFBHVwE+AE4FpwBkRMa3XFffQ0lWv8ZPFdSxd9VpF9Nuffdtv//ddMf12FuwGulSxhnTXIKX0YERM6mxeRARwKnB8J7OPAupSSs/l294EfBD4z54W21NLV73Gaf/rEVpaE1UBB+8zhtHDa3rd7/rNzTz94pu0Jvq03/7s2377v++B6HfYkCp++alZHDFx9173u02wf+Yz8NOfGuhSheo21LtxLPBKSmlFJ/P2BV4oeL8aOLqrjiJiAbAA4O1vf3svy9rWo8+9SktrAqA1wboNWxheU93rftdt2EK+2z7ttz/7tt/+73sg+m3e2sqjz63tm1CHXIB/5jPw1a/Cl79soEsVqrehfgZwY18UklL6GfAzgJkzZ6a+6LPN1L3GABDAsJoqfnTG4X3yn+HSVa9x5jWP0tzSSs2Qvuu3P/u23/7ve6D6nTV5bK/7bLd4cW4P/ctfzv09Z47BLlWgSKn7/Mwffr8zpXRIwbQhwBrgiJTS6k6WeSdwWUrpvfn3FwOklL7Z3efNnDkzLVmypMhV6N4f617lzGv+zGkzJ3DqkW/vu70bcv/RPvrcWmZNHtun/fZn3/bb/31XVL8dz6F7Tl0acBGxNKU0s9f99CLU3wdcnFJ6VxfLDAH+CziBXPg/DvxzSunp7j6vr0P9uj+t5NI7nuax/3ECe44Z3mf9ShWvqwA32KUB1VehXswlbTcCjwBTI2J1RHwyP+t0Ohx6j4h9IuJugJRSC3AB8HvgGeCWYgK9P9Q1NDF6+BDGjx5Wio+XytOOgntHl7tJKlvFjH4/o4vpH+9k2ovAvIL3dwN396K+PlHX0MQBe44iN1hfEgCPP77jPfG2YH/8cffWpQrR24FyFaGusYl3HTS+1GVI5eVLX+q+jQPmpIqS+dvEvrGpmcb1b3HAnqNKXYokSf0q86Fe39gEwAHjDXVJUrZlPtTrGvKh7p66JCnjMh/q9Q1NDK2uYr89RpS6FEmS+lXmQ72uoYn9x42kusqR75KkbMt+qDc2eehdkjQoZDrUNzdv5YV1G5liqEuSBoFMh/rKtRtoTQ6SkyQNDpkO9faR717OJkkaBDIf6hEwefzIUpciSVK/y3yoT9h9F4bXVJe6FEmS+l3mQ91D75KkwSKzob61NfH8qxscJCdJGjQyG+prXtvEWy2throkadDIbKjXNa4HvJxNkjR4ZDfU85ezTfGcuiRpkMh0qI8bNZTdRgwtdSmSJA2ITIe6e+mSpMEkk6GeUqK+0ZHvkqTBJZOh/mrTFt7Y1GyoS5IGlUyGevs93w11SdIgks1Qb3TkuyRp8MlkqNc3NDFyaDV77zq81KVIkjRgshnqjU1M2XMUEVHqUiRJGjCZDHUf5CJJGowyF+pNb7Xw0hubmeIgOUnSIJO5UK935LskaZDKXKh7z3dJ0mCVvVBvbGJIVTBx7IhSlyJJ0oDKXKjXNzQxadxIaqozt2qSJO1Q5pKvrtGR75KkwSlTob6lpZVVazc6SE6SNChlKtRXrd3A1tbElD1HlroUSZIGXKZCvf1BLuNHl7gSSZIGXiZD3T11SdJglKlQr29sYt/ddmHE0CGlLkWSpAGXqVCvyz/IRZKkwSgzod7amqhv2ODlbJKkQSszof7iG5vY1LzV8+mSpEErM6H+95Hv7qlLkgan7IW659QlSYNUZkK9vnEDu4+oYeyoYaUuRZKkkshOqDc0uZcuSRrUMhPqdY2GuiRpcMtEqK/bsIV1G7YwxUFykqRBLBOh/vfbwxrqkqTBK1Oh7uVskqTBLBOhXt/YxC411ey72y6lLkWSpJLJRKjXNTQxefxIqqqi1KVIklQymQl1B8lJkga7ig/1jVtaWPP6Ji9nkyQNehUf6s81bgC8PawkSRUf6t7zXZKknIoP9frGJqqrgkljfeSqJGlwq/hQr2toYuIeIxg6pOJXRZKkXqn4JMxdzuahd0mSKjrUW7a2snLtBs+nS5JEhYf6qnUbad6aDHVJkqjwUK935LskSe0qOtTrGvNPZxvvyHdJkroN9YhYGBENEfFUh+mfjYi/RsTTEfHtLpZdGRF/iYhlEbGkr4puU9fQxNvGDGf08Jq+7lqSpIozpIg21wJXAb9omxARc4APAtNTSm9FxJ47WH5OSunVXlXZhfqGJqbs6V66JElQxJ56SulBYF2HyZ8BrkgpvZVv09APtXVXF/WNG3yGuiRJeT09p34QcGxE/Dki/hARR3bRLgH3RsTSiFiwow4jYkFELImIJY2Njd0W8PKbm2l6q8VBcpIk5RVz+L2r5fYAZgFHArdExOSUUurQ7piU0pr84fn7IuKv+T3/7aSUfgb8DGDmzJkd+9lOfUPuQS5TDHVJkoCe76mvBn6dch4DWoFxHRullNbk/24AfgMc1dNCO6prWA94OZskSW16Guq3A3MAIuIgYCiwzWC4iBgZEaPbXgNzgafoI3WNTYwePoTxo4b1VZeSJFW0Yi5puxF4BJgaEasj4pPAQmBy/jK3m4D5KaUUEftExN35RfcCHo6IJ4HHgLtSSr/rq8LrGpo4YM9RRERfdSlJUkXr9px6SumMLmad1UnbF4F5+dfPAdN7Vd0O1DVsYM7U8f3VvSRJFaci7yj3xsZmXm16y/PpkiQVqMhQb7s9rKEuSdLfVWSo+yAXSZK2V5GhXtfYxNAhVUzYfUSpS5EkqWxUZqg3NDF53Eiqqxz5LklSm4oNde8kJ0nStiou1Dc3b+WF1zb6IBdJkjqouFB//tUNpOQgOUmSOqq4UK/Lj3yf4p66JEnbqMhQj4DJ40eWuhRJkspK5YV6YxP77T6C4TXVpS5FkqSyUnGhXp9/kIskSdpWRYX61tbEc69uMNQlSepERYX66tc2sqWl1cvZJEnqREWFevvI9z0dJCdJUkcVGeoHjB9d4kokSSo/FRfq40YNY9cRNaUuRZKkslNZod7YxAEeepckqVMVE+opJeq8nE2SpC5VTKg3Nr3F+s0tjnyXJKkLFRPqfx/5bqhLktSZign1+raR74a6JEmdqphQr2toYtSwIbxtzPBSlyJJUlmqnFBvbGLK+JFERKlLkSSpLFVMqNc3bPB8uiRJO1ARob5+czMvv7mZKY58lySpSxUR6vWNGwAHyUmStCMVEep1jnyXJKlbFRPqNdXBxD1GlLoUSZLKVsWE+qSxIxlSXRHlSpJUEhWRks81es93SZK6U/ahvqWllVXrNjryXZKkbpR9qK9cu4Gtrck9dUmSulH2oe7Id0mSilMxoT55/MgSVyJJUnmriFDfd7ddGDF0SKlLkSSprJV9qNc78l2SpKKUdai3tibqG5sc+S5JUhHKOtTXvL6Jzc2t7qlLklSEsg71ukZHvkuSVKyyDvV6L2eTJKloZR3qdQ1N7DFyKHuMHFrqUiRJKntlHeq5QXJen5nFnhwAAAtuSURBVC5JUjHKOtTrGrycTZKkYpVtqK9teovXNjZ7OZskSUUq21D3nu+SJO2c8g11L2eTJGmnlG+oNzSxS001++y6S6lLkSSpIpRtqNc3bmDy+JFUVUWpS5EkqSKUb6g78l2SpJ1SlqHemhJrXt/EAY58lySpaGUZ6m81twIOkpMkaWeUZ6i3bAUMdUmSdkZZhvrmllaqq4KJY71FrCRJxSrLUH+ruZWJe4xg6JCyLE+SpLJUlqn5VstWpnjoXZKknVKWob6lpdXz6ZIk7aSyDPUEXs4mSdJOKstQB0e+S5K0s8o21CePd+S7JEk7oyxDvaaqitHDa0pdhiRJFaXbUI+IhRHREBFPdZj+2Yj4a0Q8HRHf7mLZ90XEsxFRFxEXFVvUsJqy/F1DkqSyVkx6Xgu8r3BCRMwBPghMTykdDHy340IRUQ38BDgRmAacERHTiimqNSWWrnqtmKaSJCmv21BPKT0IrOsw+TPAFSmlt/JtGjpZ9CigLqX0XEppC3ATuV8EurVxy1bOvOZRg12SpJ3Q0+PcBwHHRsSfI+IPEXFkJ232BV4oeL86P61TEbEgIpZExBKA5pZWHn1ubQ/LkyRp8OlpqA8B9gBmAf8duCUiojeFpJR+llKamVKaCVAzpIpZk8f2pktJkgaVnob6auDXKecxoBUY16HNGmC/gvcT8tO6tdeY4Sw6dxZHTNy9h+VJkjT49DTUbwfmAETEQcBQ4NUObR4HDoyI/SNiKHA6cEcxne85epiBLknSTirmkrYbgUeAqRGxOiI+CSwEJucvc7sJmJ9SShGxT0TcDZBSagEuAH4PPAPcklJ6ur9WRJKkwS5SSqWuYTszZ85MS5YsKXUZkiQNiIhY2jamrDe8y4skSRlhqEuSlBGGuiRJGWGoS5KUEYa6JEkZYahLkpQRhrokSRlhqEuSlBGGuiRJGVGWd5SLiPXAs6Wuo5+MY/v75GeJ61fZXL/KleV1g+yv39SU0ujedjKkLyrpB8/2xe3yylFELMnquoHrV+lcv8qV5XWDwbF+fdGPh98lScoIQ12SpIwo11D/WakL6EdZXjdw/Sqd61e5srxu4PoVpSwHykmSpJ1XrnvqkiRpJ5Uk1CPioxHxdES0RsTMDvMujoi6iHg2It7bxfL7R8Sf8+1ujoihA1P5zsvXtyz/Z2VELOui3cqI+Eu+XZ+MghwIEXFZRKwpWMd5XbR7X36b1kXERQNdZ09FxHci4q8RsTwifhMRu3XRrqK2X3fbIyKG5X926/LftUkDX+XOi4j9ImJxRPxn/v+Y/7eTNu+OiDcKfmYvKUWtPdXdz1rk/Ci/7ZZHxOGlqLMnImJqwXZZFhFvRsTnOrSpqO0XEQsjoiEiniqYtkdE3BcRK/J/797FsvPzbVZExPyiPjClNOB/gHcAU4EHgJkF06cBTwLDgP2BeqC6k+VvAU7Pv74a+Ewp1qMH6/094JIu5q0ExpW6xh6s02XAF7tpU53flpOBofltPK3UtRe5fnOBIfnX3wK+Venbr5jtAZwPXJ1/fTpwc6nrLnLd9gYOz78eDfxXJ+v2buDOUtfai3Xc4c8aMA+4BwhgFvDnUtfcw/WsBl4GJlby9gOOAw4HniqY9m3govzrizr7fwXYA3gu//fu+de7d/d5JdlTTyk9k1Lq7OYyHwRuSim9lVJ6HqgDjipsEBEBHA/clp90HfCh/qy3L+TrPhW4sdS1lMBRQF1K6bmU0hbgJnLbuuyllO5NKbXk3z4KTChlPX2kmO3xQXLfLch9107I/wyXtZTSSymlJ/Kv1wPPAPuWtqoB90HgFynnUWC3iNi71EX1wAlAfUppVakL6Y2U0oPAug6TC79fXWXYe4H7UkrrUkqvAfcB7+vu88rtnPq+wAsF71ez/RdyLPB6wX+0nbUpR8cCr6SUVnQxPwH3RsTSiFgwgHX1hQvyh/kWdnEYqZjtWgnOIbcH1JlK2n7FbI/2Nvnv2hvkvnsVI3/K4DDgz53MfmdEPBkR90TEwQNaWO9197OWle/b6XS9E1TJ2w9gr5TSS/nXLwN7ddKmR9ux3+4oFxH3A2/rZNa/ppT+v/763FIocl3PYMd76ceklNZExJ7AfRHx1/xveCW3o/UDfgp8ldx/NF8ld4rhnIGrrveK2X4R8a9AC7Coi27KdvsNRhExCvgV8LmU0psdZj9B7pBuU34MyO3AgQNdYy9k/mctP07qZODiTmZX+vbbRkopRUSfXYbWb6GeUnpPDxZbA+xX8H5CflqhteQOJw3J70F01mZAdbeuETEE+CfgiB30sSb/d0NE/IbcIdKy+KIWuy0j4n8Dd3Yyq5jtWjJFbL+PAycBJ6T8ya5O+ijb7deJYrZHW5vV+Z/fXcl998peRNSQC/RFKaVfd5xfGPIppbsj4n9GxLiUUkXcV7yIn7Wy/r4V6UTgiZTSKx1nVPr2y3slIvZOKb2UPzXS0EmbNeTGD7SZQG4c2g6V2+H3O4DT8yNv9yf329djhQ3y/6kuBk7JT5oPlPue/3uAv6aUVnc2MyJGRsTottfkBmc91VnbctPhXN2H6bzux4EDI3fVwlByh9XuGIj6eisi3gd8CTg5pbSxizaVtv2K2R53kPtuQe679h9d/UJTTvLn/f8P8ExK6ftdtHlb2/iAiDiK3P+DlfILSzE/a3cAH8uPgp8FvFFwqLdSdHlks5K3X4HC71dXGfZ7YG5E7J4/rTk3P23HSjQa8MPkzg+8BbwC/L5g3r+SG5n7LHBiwfS7gX3yryeTC/s64FZgWCnWYyfW91rgvA7T9gHuLlifJ/N/niZ32LfkdRe5btcDfwGW539Q9+64fvn388iNRK6vsPWrI3dea1n+T9uI8Irefp1tD+Bycr+8AAzPf7fq8t+1yaWuucj1OobcqaDlBdtsHnBe23cQuCC/nZ4kN/hxdqnr3on16/RnrcP6BfCT/Lb9CwVXGFXCH2AkuZDetWBaxW4/cr+cvAQ053Pvk+TGp/w7sAK4H9gj33YmcE3Bsufkv4N1wCeK+TzvKCdJUkaU2+F3SZLUQ4a6JEkZYahLkpQRhrokSRlhqEuSlBGGulQBImJswVOpXo6/PxmvKSL+Zz995r9G7klny/OfdXR++uciYkR/fKak3vGSNqnCRMRlQFNK6bv9+BnvBL4PvDul9FZEjAOGppRejIiV5K59rqQ7eEmDgnvqUgXLP1v6zvzryyLiuoh4KCJWRcQ/RcS3I/fs7d/lb59KRBwREX/IPxDk9108wWtv4NWU0lsAKaVX84F+Ibkb7yyOiMX5/uZGxCMR8URE3Jq/73rbc7/bPv+xiDhgIP5NpMHMUJeyZQq5RxOfDNwALE4pHQpsAt6fD/YfA6eklI4AFgJf76Sfe4H9IuK/8vfWfhdASulHwIvAnJTSnPwe/L8B70kpHQ4sAf6loJ838p9/FfCDflhfSQX67YEukkrinpRSc0T8BagGfpef/hdgEjAVOITc073It9nuvuAp9wSsI8g9MngOcHNEXJRSurZD01nANOCP+f6GAo8UzL+x4O8re7tyknbMUJeype1weWtENKe/D5ppJfd9D+DplNI7CxeKiP2A3+bfXp1SujqltJXcU6EeyP+SMJ/ccwy2WRS4L6V0Rhf1pC5eS+oHHn6XBpdngfH5gXBERE1EHJxSeiGlNCP/5+qImBoRhc+ongGsyr9eD4zOv34U+Ie28+X5p4gdVLDcaQV/F+7BS+oH7qlLg0hKaUtEnAL8KCJ2Jfd/wA/IPfWq0CjgxxGxG9BC7ilRC/Lzfgb8LiJezJ9X/zhwY0QMy8//N3JPgAPYPSKWkzuC0NXevKQ+4iVtkvqFl75JA8/D75IkZYR76pIkZYR76pIkZYShLklSRhjqkiRlhKEuSVJGGOqSJGWEoS5JUkb8X/V9ZyfVb3psAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["!pip install pyyaml h5py # HDF5 포맷으로 모델을 저장하기 위해서 필요합니다!"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"z_xShiW59U9s","executionInfo":{"status":"ok","timestamp":1659855251127,"user_tz":-540,"elapsed":2537,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"52053f3e-fd8e-4123-dc39-3283f953f91a"},"execution_count":56,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (3.13)\n","Requirement already satisfied: h5py in /usr/local/lib/python3.7/dist-packages (3.1.0)\n","Requirement already satisfied: numpy>=1.14.5 in /usr/local/lib/python3.7/dist-packages (from h5py) (1.21.6)\n","Requirement already satisfied: cached-property in /usr/local/lib/python3.7/dist-packages (from h5py) (1.5.2)\n"]}]},{"cell_type":"code","source":["import os\n","\n","import tensorflow as tf\n","from tensorflow import keras\n","\n","print(tf.version.VERSION)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cSOL5vDT9VAI","executionInfo":{"status":"ok","timestamp":1659855251127,"user_tz":-540,"elapsed":11,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"656e60da-7903-4fcd-e68a-77942c313db4"},"execution_count":57,"outputs":[{"output_type":"stream","name":"stdout","text":["2.8.2\n"]}]},{"cell_type":"code","source":["simple_lstm_model.save('/content/drive/MyDrive/AI-HPA_Model/data/bi_lstm_model1.pkl')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MXI-81ZJ9VCe","executionInfo":{"status":"ok","timestamp":1659855285966,"user_tz":-540,"elapsed":34845,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"35b2b35c-d695-458e-fef4-9a38673e9595"},"execution_count":58,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:absl:Found untraced functions such as lstm_cell_25_layer_call_fn, lstm_cell_25_layer_call_and_return_conditional_losses, lstm_cell_26_layer_call_fn, lstm_cell_26_layer_call_and_return_conditional_losses, lstm_cell_28_layer_call_fn while saving (showing 5 of 8). These functions will not be directly callable after loading.\n"]},{"output_type":"stream","name":"stdout","text":["INFO:tensorflow:Assets written to: /content/drive/MyDrive/AI-HPA_Model/data/bi_lstm_model1.pkl/assets\n"]},{"output_type":"stream","name":"stderr","text":["INFO:tensorflow:Assets written to: /content/drive/MyDrive/AI-HPA_Model/data/bi_lstm_model1.pkl/assets\n","WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n","WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n","WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n","WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n"]}]},{"cell_type":"code","source":["with tf.device('/device:GPU:0'):\n"," simple_lstm_model = tf.keras.models.Sequential([\n"," Bidirectional(LSTM(100, return_sequences=True), input_shape=x_train_uni.shape[-2:]),\n"," Dense(128, activation='tanh'),\n"," Bidirectional(tf.keras.layers.LSTM(50)),\n"," # Dense(128, activation='tanh'),\n"," # Dense(128, activation='tanh'),\n"," Dense(units=1),\n"," ])\n","\n"," simple_lstm_model.compile(optimizer=tf.keras.optimizers.RMSprop(learning_rate=0.007), loss=tf.keras.metrics.mean_squared_error, metrics=[tf.keras.metrics.RootMeanSquaredError(name='rmse')])#tf.keras.optimizers.RMSprop(learning_rate=0.007), loss=tf.keras.metrics.mean_squared_error, metrics=[tf.keras.metrics.MeanSquaredError(name='mse')]\n"," simple_lstm_model.summary() \n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"W0g8SW_w9qT8","executionInfo":{"status":"ok","timestamp":1659855287210,"user_tz":-540,"elapsed":1249,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"33d11a15-de9b-4a33-ef28-45dede915bbc"},"execution_count":59,"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"sequential_5\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n"," bidirectional_10 (Bidirecti (None, 10, 200) 81600 \n"," onal) \n"," \n"," dense_12 (Dense) (None, 10, 128) 25728 \n"," \n"," bidirectional_11 (Bidirecti (None, 100) 71600 \n"," onal) \n"," \n"," dense_13 (Dense) (None, 1) 101 \n"," \n","=================================================================\n","Total params: 179,029\n","Trainable params: 179,029\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}]},{"cell_type":"code","source":["EVALUATION_INTERVAL = 200 #데이터셋 크기가 큼으로 시간을 절약하기위해서 각 EPOCH는 200스탭만 실시합니다\n","EPOCHS = 200\n","model_path = 'model.h5'\n","early_stopings = tf.keras.callbacks.EarlyStopping(monitor='val_loss', min_delta=0, patience=20, verbose=1, mode='min')\n","checkpoint = tf.keras.callbacks.ModelCheckpoint(model_path, monitor='val_loss', save_best_only=True, mode='min', verbose=0)\n","callbacks=[early_stopings,checkpoint]\n","hist=simple_lstm_model.fit(train_univariate, epochs=EPOCHS, validation_data=val_univariate, validation_steps=50, verbose=1, callbacks=callbacks, steps_per_epoch=EVALUATION_INTERVAL)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"g4YuEiHnAxEC","executionInfo":{"status":"ok","timestamp":1659855494854,"user_tz":-540,"elapsed":207657,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"4b6342cb-af77-416f-91a5-242dc7332bd6"},"execution_count":60,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/200\n","200/200 [==============================] - 16s 31ms/step - loss: 1.4657 - rmse: 1.2107 - val_loss: 26.4155 - val_rmse: 5.1396\n","Epoch 2/200\n","200/200 [==============================] - 4s 22ms/step - loss: 0.4552 - rmse: 0.6747 - val_loss: 22.1919 - val_rmse: 4.7108\n","Epoch 3/200\n","200/200 [==============================] - 4s 21ms/step - loss: 0.4731 - rmse: 0.6878 - val_loss: 5.7997 - val_rmse: 2.4083\n","Epoch 4/200\n","200/200 [==============================] - 5s 23ms/step - loss: 0.4442 - rmse: 0.6665 - val_loss: 2.9834 - val_rmse: 1.7272\n","Epoch 5/200\n","200/200 [==============================] - 4s 22ms/step - loss: 0.3815 - rmse: 0.6177 - val_loss: 16.5808 - val_rmse: 4.0719\n","Epoch 6/200\n","200/200 [==============================] - 4s 21ms/step - loss: 0.4311 - rmse: 0.6565 - val_loss: 10.2285 - val_rmse: 3.1982\n","Epoch 7/200\n","200/200 [==============================] - 4s 19ms/step - loss: 0.3111 - rmse: 0.5578 - val_loss: 0.5369 - val_rmse: 0.7327\n","Epoch 8/200\n","200/200 [==============================] - 4s 18ms/step - loss: 0.3695 - rmse: 0.6079 - val_loss: 1.9392 - val_rmse: 1.3926\n","Epoch 9/200\n","200/200 [==============================] - 4s 18ms/step - loss: 0.2679 - rmse: 0.5176 - val_loss: 2.7532 - val_rmse: 1.6593\n","Epoch 10/200\n","200/200 [==============================] - 4s 19ms/step - loss: 0.3228 - rmse: 0.5682 - val_loss: 10.7148 - val_rmse: 3.2733\n","Epoch 11/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2387 - rmse: 0.4886 - val_loss: 3.3771 - val_rmse: 1.8377\n","Epoch 12/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2264 - rmse: 0.4758 - val_loss: 6.3561 - val_rmse: 2.5211\n","Epoch 13/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2613 - rmse: 0.5112 - val_loss: 1.9501 - val_rmse: 1.3965\n","Epoch 14/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2388 - rmse: 0.4887 - val_loss: 2.6606 - val_rmse: 1.6311\n","Epoch 15/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.1603 - rmse: 0.4003 - val_loss: 4.3138 - val_rmse: 2.0770\n","Epoch 16/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6508 - rmse: 0.8067 - val_loss: 0.2220 - val_rmse: 0.4711\n","Epoch 17/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.9210 - rmse: 1.3860 - val_loss: 0.2712 - val_rmse: 0.5207\n","Epoch 18/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.1903 - rmse: 0.4363 - val_loss: 6.0781 - val_rmse: 2.4654\n","Epoch 19/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.2079 - rmse: 1.0991 - val_loss: 3.6127 - val_rmse: 1.9007\n","Epoch 20/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4426 - rmse: 0.6653 - val_loss: 6.4802 - val_rmse: 2.5456\n","Epoch 21/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4016 - rmse: 0.6337 - val_loss: 1.1101 - val_rmse: 1.0536\n","Epoch 22/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3083 - rmse: 0.5552 - val_loss: 0.2536 - val_rmse: 0.5035\n","Epoch 23/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3539 - rmse: 0.5949 - val_loss: 0.2363 - val_rmse: 0.4861\n","Epoch 24/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4465 - rmse: 0.6682 - val_loss: 4.1981 - val_rmse: 2.0489\n","Epoch 25/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.3224 - rmse: 1.1499 - val_loss: 0.8810 - val_rmse: 0.9386\n","Epoch 26/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4951 - rmse: 0.7037 - val_loss: 3.6595 - val_rmse: 1.9130\n","Epoch 27/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.7105 - rmse: 0.8429 - val_loss: 0.4277 - val_rmse: 0.6540\n","Epoch 28/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3173 - rmse: 0.5633 - val_loss: 0.5439 - val_rmse: 0.7375\n","Epoch 29/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2096 - rmse: 0.4578 - val_loss: 0.3356 - val_rmse: 0.5793\n","Epoch 30/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3141 - rmse: 0.5604 - val_loss: 0.7714 - val_rmse: 0.8783\n","Epoch 31/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4267 - rmse: 0.6532 - val_loss: 8.3568 - val_rmse: 2.8908\n","Epoch 32/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3673 - rmse: 0.6061 - val_loss: 0.1766 - val_rmse: 0.4202\n","Epoch 33/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2741 - rmse: 0.5235 - val_loss: 2.0260 - val_rmse: 1.4234\n","Epoch 34/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3102 - rmse: 0.5570 - val_loss: 0.5815 - val_rmse: 0.7625\n","Epoch 35/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3074 - rmse: 0.5545 - val_loss: 1.0670 - val_rmse: 1.0330\n","Epoch 36/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2437 - rmse: 0.4937 - val_loss: 0.2847 - val_rmse: 0.5335\n","Epoch 37/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3655 - rmse: 0.6046 - val_loss: 0.7364 - val_rmse: 0.8581\n","Epoch 38/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3679 - rmse: 0.6065 - val_loss: 0.1869 - val_rmse: 0.4323\n","Epoch 39/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2878 - rmse: 0.5365 - val_loss: 2.4103 - val_rmse: 1.5525\n","Epoch 40/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2975 - rmse: 0.5454 - val_loss: 0.2024 - val_rmse: 0.4499\n","Epoch 41/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2687 - rmse: 0.5184 - val_loss: 0.1845 - val_rmse: 0.4296\n","Epoch 42/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2990 - rmse: 0.5468 - val_loss: 0.2726 - val_rmse: 0.5221\n","Epoch 43/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3288 - rmse: 0.5734 - val_loss: 0.1576 - val_rmse: 0.3970\n","Epoch 44/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2901 - rmse: 0.5386 - val_loss: 0.1678 - val_rmse: 0.4096\n","Epoch 45/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4049 - rmse: 0.6363 - val_loss: 0.1915 - val_rmse: 0.4376\n","Epoch 46/200\n","200/200 [==============================] - 3s 17ms/step - loss: 1.2262 - rmse: 1.1073 - val_loss: 16.7431 - val_rmse: 4.0918\n","Epoch 47/200\n","200/200 [==============================] - 3s 17ms/step - loss: 0.8529 - rmse: 0.9235 - val_loss: 2.7647 - val_rmse: 1.6627\n","Epoch 48/200\n","200/200 [==============================] - 3s 15ms/step - loss: 0.6659 - rmse: 0.8160 - val_loss: 1.3014 - val_rmse: 1.1408\n","Epoch 49/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.7312 - rmse: 0.8551 - val_loss: 1.9168 - val_rmse: 1.3845\n","Epoch 50/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4752 - rmse: 0.6894 - val_loss: 0.8438 - val_rmse: 0.9186\n","Epoch 51/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4363 - rmse: 0.6605 - val_loss: 0.2608 - val_rmse: 0.5107\n","Epoch 52/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2512 - rmse: 0.5012 - val_loss: 0.2486 - val_rmse: 0.4986\n","Epoch 53/200\n","200/200 [==============================] - 3s 13ms/step - loss: 0.2730 - rmse: 0.5225 - val_loss: 0.1463 - val_rmse: 0.3825\n","Epoch 54/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2627 - rmse: 0.5126 - val_loss: 0.1430 - val_rmse: 0.3781\n","Epoch 55/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.1719 - rmse: 0.4146 - val_loss: 0.1431 - val_rmse: 0.3783\n","Epoch 56/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5055 - rmse: 0.7110 - val_loss: 0.2009 - val_rmse: 0.4482\n","Epoch 57/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3733 - rmse: 0.6110 - val_loss: 0.1576 - val_rmse: 0.3969\n","Epoch 58/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.1961 - rmse: 0.4428 - val_loss: 0.2264 - val_rmse: 0.4759\n","Epoch 59/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.8522 - rmse: 0.9232 - val_loss: 0.1402 - val_rmse: 0.3745\n","Epoch 60/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5585 - rmse: 0.7473 - val_loss: 0.7064 - val_rmse: 0.8405\n","Epoch 61/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3681 - rmse: 0.6067 - val_loss: 0.7927 - val_rmse: 0.8903\n","Epoch 62/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.1690 - rmse: 0.4111 - val_loss: 0.1507 - val_rmse: 0.3881\n","Epoch 63/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.1321 - rmse: 0.3635 - val_loss: 0.4687 - val_rmse: 0.6846\n","Epoch 64/200\n","200/200 [==============================] - 3s 13ms/step - loss: 0.1644 - rmse: 0.4054 - val_loss: 0.3456 - val_rmse: 0.5879\n","Epoch 65/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2074 - rmse: 0.4554 - val_loss: 0.2323 - val_rmse: 0.4820\n","Epoch 66/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.1350 - rmse: 0.3674 - val_loss: 0.1750 - val_rmse: 0.4184\n","Epoch 67/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.2633 - rmse: 0.5131 - val_loss: 0.4763 - val_rmse: 0.6902\n","Epoch 68/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.6407 - rmse: 0.8005 - val_loss: 1.9181 - val_rmse: 1.3849\n","Epoch 69/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4334 - rmse: 0.6583 - val_loss: 1.7354 - val_rmse: 1.3173\n","Epoch 70/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.7404 - rmse: 0.8605 - val_loss: 4.3179 - val_rmse: 2.0780\n","Epoch 71/200\n","200/200 [==============================] - 2s 11ms/step - loss: 2.7100 - rmse: 1.6462 - val_loss: 7.3927 - val_rmse: 2.7190\n","Epoch 72/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5629 - rmse: 0.7503 - val_loss: 9.1688 - val_rmse: 3.0280\n","Epoch 73/200\n","200/200 [==============================] - 2s 11ms/step - loss: 1.4933 - rmse: 1.2220 - val_loss: 0.6992 - val_rmse: 0.8362\n","Epoch 74/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4525 - rmse: 0.6727 - val_loss: 17.2289 - val_rmse: 4.1508\n","Epoch 75/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.5547 - rmse: 0.7448 - val_loss: 0.6032 - val_rmse: 0.7767\n","Epoch 76/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.3996 - rmse: 0.6322 - val_loss: 8.7384 - val_rmse: 2.9561\n","Epoch 77/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.8289 - rmse: 0.9104 - val_loss: 0.1865 - val_rmse: 0.4319\n","Epoch 78/200\n","200/200 [==============================] - 2s 11ms/step - loss: 0.4896 - rmse: 0.6997 - val_loss: 0.8233 - val_rmse: 0.9073\n","Epoch 79/200\n","200/200 [==============================] - 2s 11ms/step - loss: 4.5773 - rmse: 2.1395 - val_loss: 0.6747 - val_rmse: 0.8214\n","Epoch 79: early stopping\n"]}]},{"cell_type":"code","source":["plt.figure(figsize=(16,9))\n","plt.plot(hist.history['rmse'])\n","plt.plot(hist.history['val_rmse'])\n","plt.title('Model rmse')\n","plt.ylabel('rmse')\n","plt.xlabel('epoch')\n","plt.legend(['train rmse', 'validation rmse'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":450},"id":"ZiXZlQZ2Az92","executionInfo":{"status":"ok","timestamp":1659855498768,"user_tz":-540,"elapsed":3931,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"ade9465d-e0bf-4da5-c7cc-2ba3aa9653fd"},"execution_count":61,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["plt.figure(figsize=(16,9))\n","plt.plot(hist.history['loss'])\n","plt.plot(hist.history['val_loss'])\n","plt.title('Model mse')\n","plt.ylabel('loss')\n","plt.xlabel('epoch')\n","plt.legend(['train loss', 'validation loss'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":448},"id":"ghLnAlMsA0Aa","executionInfo":{"status":"ok","timestamp":1659855498768,"user_tz":-540,"elapsed":10,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"593c1ec6-ff28-4423-a25e-bea3c909e882"},"execution_count":62,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["for x, y in val_univariate.take(10):\n"," plot = show_plot([x[0].numpy(), y[0].numpy(), simple_lstm_model.predict(x)[0]], 0, 'Model')\n"," plot.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"ctU7akQiA0DA","executionInfo":{"status":"ok","timestamp":1659855502201,"user_tz":-540,"elapsed":3439,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"fa3e4f64-9f8a-439e-87d6-af6e2340bd54"},"execution_count":63,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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U6fy5JNPAjB37lymTZvWsa6xsZGzzjqL2tpaJk2axLJlywBoaGhgypQpHH744Vx++eV7nVT1ZbrZk046iZUrV1JfX8+4ceO4+OKLOeKII3jrrbe46667OPbYY6mtreXmm2/u2Ob222/nsMMO44QTTuCNN97oWJ44le4rr7zC8ccfz5FHHsnEiRN5//33uemmm3jkkUeoq6vjkUce2WtK3fr6ek455RRqa2s59dRTefPNNzv2efXVV3P88ccTi8X2mqo3WxT2ncSCCXHUI19ECtXDyx7+0Bl9Z81tzfx02U/Tfo3zzz+fefPmsWvXLpYtW8Zxxx3Xse7mm2/mqKOOYtmyZXzzm9/k4osvBuDrX/86J5xwAq+//jpnn312Rxj2ZurbZJ544gk++tGPArBixQquvPJKXn/9dd544w1WrFjByy+/zJIlS1i0aBEvvPACixYtYt68eR1n6a8k+XChPXv2cN555/Gf//mfLF26lOeee45QKMStt97Keeedx5IlSzjvvPP22uarX/0q06dPZ9myZVxwwQVcffXVHes2bNjAH//4R5544omcXAnQJ8d0Eg3G2q/etJ1JseocVyMi0nvb9qQ2oijVdsnU1tZSX1/P3LlzmTp16l7r/vjHP/KLX/wCgFNOOYWGhga2bt3KCy+8wC9/+UsAPv3pTzN8+HAg/elmJ0+eTGlpKbW1tdx222289957jBkzhkmT4h95/swzz/DMM89w1FFHxY932zZWrFhBU1MTZ599NpWVlUD8Unxnb7zxBgceeGBHTUOGDOmxngULFnQc30UXXcT1CR9udNZZZ1FSUsL48eN59913e9xXpinsOzlo6CAGlJVo+J2IFKyqiiqa9jSl1K4vzjjjDL72ta/x/PPP09DQkPZ+0p1udv78+YTD4Y7n77333l5T7bo7N954I1/+8pf32u573/te2rWma8CAAR2Pc9EnTJfxOykpMaLhkIbfiUjBurD2QspLyrttU15SzkW1F/XpdS699FJuvvnmjkvo7U488cSOy/DPP/884XCYIUOGcNJJJ/Gzn/0MgKeffpotW7YA/Tfd7Kc+9SlmzZrFtm3xk7f169ezceNGTjrpJH7961+zc+dOmpqa+O1vf/uhbceNG8eGDRs6LvE3NTXR0tLyoSl1Ex1//PHMmzcPgDlz5nDiiSf2+RgyRWf2ScQiIZZv6PmvYhGRfHTdx67joaUPdXvfvry0nGsnXdun1xk1atRe96Xb3XLLLVx66aXU1tZSWVnJQw89BMTv5U+bNo3DDz+c448/ntGjRwN7Tzfb1tZGeXk5P/jBDxgzZkyf6psyZQrLly/nYx/7GABVVVU8/PDDHH300Zx33nkceeSR7Lfffh2X6hNVVFTwyCOP8NWvfpWdO3cyaNAgnnvuOSZPnswdd9xBXV0dN954417b3HPPPVxyySXcddddRCIRfvzjH/ep/kzSFLdJ3PW7v3H/H1bzt2+cRnmpLn6ISP5IaYpb4uPsz/n5OTS3Nu8V+uUl5ZSXlvPY5x/j9ENP789SpZdyOsWtmc0ys41m9lrCslvMbL2ZLQm+pibZblzC+iVmttXMrkl1+1yKhatobXPebNyR61JERNJy+qGns+yKZcw4ZgZDBgyhxEoYMmAIM46ZwbIrlino9zGpXMafDdwL/KTT8pnu/p2uNnL3N4A6ADMrBdYDv0p1+1xqH363ZtN2xkb61oFFRCRXxo4Yy71T7+XeqffmuhTJsR7P7N39BaCxj69zKrDK3fve4yILYuH22e/UI19ERApfX25IX2Vmy4LL/MN7aHs+MLcP22fV0MpyqkMV6pEvInmpkPpaSWr6+z1NN+zvA8YSv0y/Abi7q4ZmVgGcAfw8ze1nmNlCM1u4adOmNMvtvWg4xCpNiCMieWbgwIE0NDQo8IuIu9PQ0MDAgQP77TXSGnrn7h0f/2NmPwSe6Kb56cDixG16s727PwA8APHe+OnUm45YJMT8N7L3x4WISCpGjRrFunXryObJj/S/gQMHMmrUqH7bf1phb2YHuvuG4OnZwGvdNJ9Gp0v4vdw+J6LhKh5duI6mXc0MHtj9h1OIiGRLeXk50Wg012VIgekx7M1sLnAyEDazdcDNwMlmVgc4UA98OWh7EPCgu08NnoeAT7avT3Bnsu3zSUeP/M3bqR01LMfViIiIpK/HsHf3aUkW/6iLtm8DUxOebwc+NJuMu/ftMxqzIJYwIY7CXkRECpk+Hq4Lo6srKTE0IY6IiBQ8hX0XBpSVMmp4pea1FxGRgqew70YsEmK1ht+JiEiBU9h3o32qW41nFRGRQqaw70YsUsXO5lbe2bor16WIiIikTWHfjbHhDybEERERKVQK+25Eg7H2q9RJT0RECpjCvhsHDBnIoPJSndmLiEhBU9h3w8yIhkOa6lZERAqawr4HsUhIU92KiEhBU9j3IBYO8VbjDna3tOa6FBERkbQo7HsQi1TR5vBW445clyIiIpIWhX0PosHwu1XqpCciIgVKYd+D9uF3+thcEREpVAr7HgwZWE64agBr1CNfREQKlMI+BZoQR0RECpnCPgWxsIbfiYhI4VLYpyAWCdGwfQ/v72jOdSkiIiK9prBPQSxcBaBP0hMRkYKksE+BeuSLiEghU9inYPSISkpLTPftRUSkICnsU1BeWsLoEZW6jC8iIgVJYZ+iWFjD70REpDAp7FMUDYeob9hOW5vnuhQREZFeUdinKBapYldzG2+/vzPXpYiIiPSKwj5F7RPiqJOeiIgUGoV9isZq+J2IiBQohX2KIoMHEKoo1Zm9iIgUnB7D3sxmmdlGM3stYdktZrbezJYEX1O72LbezF4N2ixMWD7CzJ41sxXBv8Mzczj9x8yIRapYtUnD70REpLCkcmY/GzgtyfKZ7l4XfD3VzfaTgzYTEpbdAPze3Q8Ffh88z3tRTYgjIiIFqMewd/cXgMYMv+6ZwEPB44eAszK8/34Ri4RY/95OdjW35roUERGRlPXlnv1VZrYsuMzf1WV4B54xs0VmNiNh+f7uviF4/A6wfx/qyJpYpAp3WNuwI9eliIiIpCzdsL8PGAvUARuAu7tod4K7Hw2cDvw/MzupcwN3d+J/FCRlZjPMbKGZLdy0aVOa5WZGLNzeI1/37UVEpHCkFfbu/q67t7p7G/BDYGIX7dYH/24EfpXQ7l0zOxAg+HdjN6/1gLtPcPcJkUgknXIzpn2s/WrdtxcRkQKSVti3B3XgbOC1JG1CZja4/TEwJaHd48D04PF04Dfp1JFtoQFl7D9kgMbai4hIQSnrqYGZzQVOBsJmtg64GTjZzOqIX36vB74ctD0IeNDdpxK/D/8rM2t/nZ+5+38Hu70DeNTMLgPWAudm8Jj6VSxcxRrNficiIgWkx7B392lJFv+oi7ZvA1ODx6uBI7to1wCcmnqZ+SMaCfHUqxt6bigiIpIn9Al6vRQLh3hvRzON2/fkuhQREZGUKOx7KRZpnxBHl/JFRKQwKOx7KRauAmCVOumJiEiBUNj30qjhgygvNX1sroiIFAyFfS+VlZYwekSlPlhHREQKhsI+DdFwlc7sRUSkYCjs0zA2EqK+YQetbV1+yq+IiEjeUNinIRYJsaeljbff25nrUkRERHqksE9DtKNHvu7bi4hI/lPYp+GDsfa6by8iIvlPYZ+G6lAFgweWaUIcEREpCAr7NJgZsYh65IuISGFQ2KcpFg5prL2IiBQEhX2aYuEQb7+/ix17WnJdioiISLcU9mmKBp306jfvyHElIiIi3VPYp6l9QpzVmv1ORETynMI+TTXhSgDWqEe+iIjkOYV9mioryjho6EBWq0e+iIjkOYV9H0QjIYW9iIjkPYV9H8TCVazetA13TYgjIiL5S2HfB7FIiKZdLTRs35PrUkRERLqksO+DaDg+/E4fmysiIvlMYd8HYyPx4XdrNPxORETymMK+Dw4aNoiKshKd2YuISF5T2PdBaYlRU12pHvkiIpLXFPZ9FNWEOCIikucU9n0Ui1TxZuMOWlrbcl2KiIhIUgr7PoqGQzS3Ouu27Mx1KSIiIkn1GPZmNsvMNprZawnLbjGz9Wa2JPiammS7g81svpn91cxeN7N/7M32hWJsMPudJsQREZF8lcqZ/WzgtCTLZ7p7XfD1VJL1LcB17j4emAT8PzMb34vtC0K0ffY79cgXEZE81WPYu/sLQGNvd+zuG9x9cfC4CVgOjOx1hXluRKiCYZXl6pEvIiJ5qy/37K8ys2XBZf7h3TU0sxrgKOAv6Wyf76LhkKa6FRGRvJVu2N8HjAXqgA3A3V01NLMq4BfANe6+NY3tZ5jZQjNbuGnTpjTL7V+xcJXu2YuISN5KK+zd/V13b3X3NuCHwMRk7cysnHjQz3H3X/Z2+6DtA+4+wd0nRCKRdMrtd7FIiHe37mb77pZclyIiIvIhaYW9mR2Y8PRs4LUkbQz4EbDc3b/b2+0LSSyYEGeN7tuLiEgeSmXo3VxgATDOzNaZ2WXAnWb2qpktAyYD1wZtDzKz9p71HwcuAk5JMsQu6faFKhZMiKNOeiIiko/Kemrg7tOSLP5RF23fBqYGj/8IWBftLupFjXlvTHUlZuhjc0VEJC/pE/QyYGB5KSOHDdJYexERyUsK+wyJhkO6Zy8iInlJYZ8hYyNVrN60DXfPdSkiIiJ7UdhnSDQcYvueVjY17c51KSIiIntR2GdILJgQZ5Xu24uISJ5R2GdIVGPtRUQkTynsM+SgoYMYWF6i4XciIpJ3FPYZUlJi1FSrR76IiOQfhX0GxSIhfYqeiIjkHYV9BsXCVbzZuIPm1rZclyIiItJBYZ9B0XCI1jbnzcYduS5FRESkg8I+g9qH363R8DsREckjCvsMioXbZ79Tj3wREckfCvsMGlpZTnWoQhPiiIhIXlHYZ1g0rB75IiKSXxT2GRaLhHRmLyIieUVhn2HRcBWbt+1m667mXJciIiICKOwzTj3yRUQk3yjsMyymCXFERCTPKOwzbHR1JSWGJsQREZG8obDPsAFlpRw8olI98kVEJG8o7PtBNKwe+SIikj8U9v0gFq5izebtuHuuSxEREVHY94doJMTO5lbe2bor16WIiIgo7PvD2LCG34mISP5Q2PeDaDDWfpU66YmISB5Q2PeDA4YMZFB5qYbfiYhIXlDY9wMzIxoO6YN1REQkL6QU9mY2y8w2mtlrCctuMbP1ZrYk+JraxbanmdkbZrbSzG5IWB41s78Eyx8xs4q+H07+0IQ4IiKSL1I9s58NnJZk+Ux3rwu+nuq80sxKgR8ApwPjgWlmNj5Y/e1g+0OALcBlvS0+n8XCIdZt2cHultZclyIiIvu4slQaufsLZlaTxv4nAivdfTWAmc0DzjSz5cApwBeCdg8BtwD3pfEaeSkWqaLN4ZtPLue0Iw7gqNHDM7bv/31zCy+vaWRidERB7Bdg2br3eKV+C5Ni1RwzJrP7FhGR7qUU9t24yswuBhYC17n7lk7rRwJvJTxfBxwHVAPvuXtLwvKRfawlrzS3tAHw0IK1PLRgbY6ryQ8lBhVlJcy5fJICX0Qki/oS9vcB3wA8+Pdu4NJMFJXIzGYAMwBGjx6d6d33m43bdmHE/3MMOPHQMJPGVvd5vy+tauDFFZsLZr8Af1yxmT+vaqDN438EvbS6QWEvIpJFaYe9u7/b/tjMfgg8kaTZeuDghOejgmUNwDAzKwvO7tuXJ3udB4AHACZMmFAwnz87KRZmQPlKmlvaKC8r4R8/cVhGAu64aDUv1zcWzH4BjqsZwZ9XLcCA8rISJsUy80eEiIikJu2wN7MD3X1D8PRs4LUkzV4BDjWzKPEwPx/4gru7mc0HzgHmAdOB36RbSz46Zsxw5lw+iZdWN2T0PnWh7RfgmJoRHBIJ0dLm3H1unc7qRUSyLKWwN7O5wMlA2MzWATcDJ5tZHfEr1fXAl4O2BwEPuvtUd28xs6uA3wGlwCx3fz3Y7b8A88zsNuB/gR9l7KjyxDFjhvdLsBXafgGOGDmUV+q3KOhFRHIg1d7405IsThrO7v42MDXh+VPAh4blBT30J6ZWphS6WKSKXy95m13NrQwsL811OSIi+xR9gp5kRbR9ciB9qqCISNYp7CUrYhGFvYhIrijsJSvaz+w1OZCISPYp7CUrKivKOHDoQI14uRoAABjxSURBVFbrzF5EJOsU9pI10bAmBxIRyQWFvWRNfCbAbbgXzGcjiYgUBYW9ZE00XMXWXS00bt+T61JERPYpCnvJmvYe+bpvLyKSXQp7yZpY+1h73bcXEckqhb1kzajhlVSUlrBqs4bfiYhkk8Jesqa0xBhTXakzexGRLFPYS1ZFwyHdsxcRyTKFvWRVLFLF2obttLZp+J2ISLYo7CWrYuEQza3Oui07cl2KiMg+Q2EvWaXhdyIi2aewl6z6YEIchb2ISLYo7CWrRoQqGDqonDUaficikjUKe8kqM9OEOCIiWaawl6yLT4ijsBcRyRaFvWRdLBzina272L67JdeliIjsExT2knWxSBUAa9QjX0QkKxT2knXtPfIV9vltVeMqrnzySoZ8awglXy9hyLeGcOWTV7KqcVWuSxORXlLYS9ZFwyHMNPwunz294mlq76/lwcUP0rSnCcdp2tPEg4sfpPb+Wp5e8XSuSxSRXlDYS9YNLC/loKGDNPwuT61qXMU5Pz+HHc07aG5r3mtdc1szO5p3cM7Pz9EZvkgBUdhLTsQimhAnX9294G6aW5u7bdPc2szMl2ZmqSIR6SuFveRELBxizabtuGtCnHzz8LKHP3RG31lzWzM/XfbTLFUkIn2lsJeciIZDNO1uYdO23bkuRTrZtie12yupthOR3FPYS050DL9TJ728U1VRldF2IpJ7PYa9mc0ys41m9lqSddeZmZtZOMm6yWa2JOFrl5mdFaybbWZrEtbVZeZwpFB0TIij+/Z558LaCykvKe+2TXlJORfVXpSlikSkr1I5s58NnNZ5oZkdDEwB3ky2kbvPd/c6d68DTgF2AM8kNPnn9vXuvqTXlUtBGzlsEBVlJRprn4eu+9h1lJf2EPal5Vw76dosVSQifdVj2Lv7C0BjklUzgeuBVHpYnQM87e47eleeFKuSEiNaHWL1Jt33zTdjR4zlsc8/RmV55YfO8MtLyqksr+Sxzz/G2BFjc1ShiPRWWvfszexMYL27L01xk/OBuZ2W3W5my8xsppkNSKcOKWyaECd/nX7o6Sy7YhkzjpnBkAFDKLEShgwYwoxjZrDsimWcfujpuS5RRHqhrLcbmFkl8K/EL+Gn0v5A4KPA7xIW3wi8A1QADwD/AtzaxfYzgBkAo0eP7m25ksei4RDP/vVdmlvbKC9VX9F8M3bEWO6dei/3Tr0316WISB+l8xt2LBAFlppZPTAKWGxmB3TR/lzgV+7eMXDX3Td43G7gx8DErl7M3R9w9wnuPiESiaRRruSrWKSKljbnrUbd3RER6U+9Dnt3f9Xd93P3GnevAdYBR7v7O11sMo1Ol/CDs33MzICzgA/19JfipwlxRESyI5Whd3OBBcA4M1tnZpd103aCmT2Y8LwGOBj4Q6emc8zsVeBVIAzc1vvSpdCNjQTD73TfXkSkX/V4z97dp/Wwvibh8ULg8oTn9cDIJNuc0psipTgNq6xgRKhCY+1FRPqZekVJTkXDGn4nItLfFPaSU7FwSPfsRUT6mcJecioaCbGxaTdNu7qfZU1ERNKnsJecioXjk6nUb9bwOxGR/qKwl5yKtffI36z79iIi/UVhLzk1proSMw2/ExHpTwp7yakBZaWMGj5Iw+9ERPqRwl5yLhau0vA7EZF+pLCXnIsGw+/cU5ktWUREekthLzk3NhJix55W3t26O9eliIgUJYW95Fw0GH6nHvkiIv1DYS85F9OEOCIi/UphLzl3wJCBDCov1cfmioj0E4W95FxJiVGjCXFERPqNwl7yQiyiCXFERPqLwl7yQiwc4q0tO9nT0pbrUkREio7CXvJCLBKitc15s1ET4oiIZJrCXvJCx/A73bcXEck4hb3khWg4PvxO9+1FRDJPYS95YeigcsJVFRprLyLSDxT2kjdi4Sp9ip6ISD9Q2EveaJ8QR0REMkthL3kjFgmxedse3t/ZnOtSRESKisJe8oY66YmI9A+FveSNWETD70RE+oPCXvLG6BGVlJaYzuxFRDJMYS95o6KshIOHD9LwOxGRDFPYS16JRapYrTN7EZGMSinszWyWmW00s9eSrLvOzNzMwl1s22pmS4KvxxOWR83sL2a20sweMbOK9A9DikV8+N022to816WIiBSNVM/sZwOndV5oZgcDU4A3u9l2p7vXBV9nJCz/NjDT3Q8BtgCXpViLFLFYJMSu5jbe2bor16WIiBSNlMLe3V8AGpOsmglcD/TqNMzMDDgFeCxY9BBwVm/2IcWpffid7tuLiGRO2vfszexMYL27L+2h6UAzW2hmL5lZe6BXA++5e0vwfB0wMt1apHiMbR9+p4/NFRHJmLJ0NjKzSuBfiV/C78kYd19vZjHgf8zsVeD9XrzWDGAGwOjRo9MpVwrIfoMHEKoo1Zm9iEgGpXtmPxaIAkvNrB4YBSw2swM6N3T39cG/q4HngaOABmCYmbX/sTEKWJ/shdz9AXef4O4TIpFImuVKoTAzopGQeuSLiGRQWmHv7q+6+37uXuPuNcQvwx/t7u8ktjOz4WY2IHgcBj4O/NXdHZgPnBM0nQ78Js1jkCITDVexRpfxRUQyJtWhd3OBBcA4M1tnZl32nDezCWb2YPD0I8BCM1tKPNzvcPe/Buv+BfgnM1tJ/B7+j9I9CCkusXCIdVt2squ5NdeliIgUhZTu2bv7tB7W1yQ8XghcHjz+M/DRLrZZDUxMtVDZd8QiIdzhzcYdHLb/4FyXIyJS8PQJepJ3YmFNiCMikkkKe8k70Ugw1l6d9EREMkJhL3mnakAZ+w0eoOF3IiIZorCXvBSLhDTVrYhIhijsJS9Fw1W6Zy8ikiEKe8lLYyMhtuxoZsv2PbkuRUSk4CnsJS91TIijS/kiIn2msJe8FIto+J2ISKYo7CUvjRo+iLISUyc9EZEMUNhLXiovLWF0daWG34mIZIDCXvJWLKzhdyIimaCwl7wVi1SxpmE7rW2e61JERAqawl7yVjQcYk9LG2+/tzPXpYiIFDSFveStmIbfiYhkhMJe8lb78Ls1Gn4nItInCnvJW+GqCgYPKNOZvYhIHynsJW+ZmSbEERHJAIW95LVoOKSx9iIifaSwl7wWi1Sx/r2d7GpuzXUpIiIFS2Evea19QhxdyhcRSZ/CXvJaLBIMv9OlfBGRtCnsJa99cGav4XciIulS2Eteq6wo48ChA3VmLyLSBwp7yXvRcEhj7UVE+kBhL3kvFgmxetM23DUhjohIOhT2kvei4Sq27mqhcfueXJciIlKQFPaS9zp65OtSvohIWhT2kvfGhtsnxFHYi4iko8ewN7NZZrbRzF5Lsu46M3MzCydZV2dmC8zsdTNbZmbnJaybbWZrzGxJ8FXX90ORYjVy+CAqSktYpeF3IiJpSeXMfjZwWueFZnYwMAV4s4vtdgAXu/vhwfbfM7NhCev/2d3rgq8lvStb9iWlJcaY6kqd2YuIpKnHsHf3F4DGJKtmAtcDSbtIu/v/ufuK4PHbwEYgkn6psi/T8DsRkfSldc/ezM4E1rv70hTbTwQqgFUJi28PLu/PNLMB6dQh+45YpIq1DdtpbdPwOxGR3up12JtZJfCvwE0ptj8Q+Clwibu3BYtvBP4OOBYYAfxLN9vPMLOFZrZw06ZNvS1XikQsHKK51Vm3ZUeuSxERKTjpnNmPBaLAUjOrB0YBi83sgM4NzWwI8CTwb+7+Uvtyd9/gcbuBHwMTu3oxd3/A3Se4+4RIRHcB9lWaEEdEJH29Dnt3f9Xd93P3GnevAdYBR7v7O4ntzKwC+BXwE3d/rNO6A4N/DTgL+FBPf5FE7RPi6L69iEjvpTL0bi6wABhnZuvM7LJu2k4wsweDp+cCJwFfTDLEbo6ZvQq8CoSB2/p0FFL0RoQqGDqonNWbNPxORKS3ynpq4O7Telhfk/B4IXB58Phh4OEutjmlV1XKPs/MiIZDrNGZvYhIr+kT9KRgxCfEUdiLiPSWwl4KRiwc4p2tu9i+uyXXpYiIFBSFvRSMWCT4jHxdyhcR6RWFvRSM9uF3CnsRkd5R2EvBqKkOYaax9iIivaWwl4IxsLyUg4YOYo1mvxMR6RWFvRSUWEQT4oiI9JbCXgpKLBwffueuCXFERFKlsJeCEg2H2La7hU3bdue6FBGRgqGwl4LSPvxOnfRERFKnsJeC0j4hjobfiYikTmEvBWXksEFUlJVoQhwRkV5Q2EtBKSkxotWaEEdEpDcU9lJwNCGOiEjvKOyl4ETDId5s3EFza1uuSxERKQgKeyk4sUgVLW3OW407cl2KiEhBUNhLwdGEOCIivaOwl4ITC4bf6b69iEhqFPZScIZVVjAiVKHPyBcRSZHCXgpSNBzSWHsRkRQp7KUgxcKa/U5EJFUKeylI0UiITU27adrVnOtSRETynsJeClIsHJ8QRz3yRUR6prCXgqThdyIiqVPYS0EaU12JGazS8DsRkR4p7KUgDSgrZdTwQTqzFxFJgcJeClYsXKXhdyIiKVDYS8GKhuNT3bp7rkspLnfeCfPnd99m/vx4OxEpCAp7KVhjIyF27Gnl3a27c11KcTn2WDj33K4Df/78+Ppjj81uXSKStpTC3sxmmdlGM3stybrrzMzNLNzFttPNbEXwNT1h+TFm9qqZrTSz75uZpX8Ysi+KReLD71Zv1qX8jJo8GR59NHngtwf9o4/G24lIQUj1zH42cFrnhWZ2MDAFeDPZRmY2ArgZOA6YCNxsZsOD1fcBXwIODb4+tH+R7kSDCXF+/Kd6Fq3dktF9L1q7hR/MX5nx/fbnvjO632SBr6AXKVhlqTRy9xfMrCbJqpnA9cBvutj0U8Cz7t4IYGbPAqeZ2fPAEHd/KVj+E+As4OneFC/7trff2wnAs399l+eWv8uh+1URGpDSt3S3tu9uYcXGbbiDGRnbb3/uu32/OAwoL2HO5ZM4ZszwnjfsTmLgf+UrcN99CnqRApX2bxkzOxNY7+5Lu7kCPxJ4K+H5umDZyOBx5+XJXmcGMANg9OjR6ZYrRegvaxoxwAF32NPSxv5D+h6cW7bvob3PXyb325/7Ttxvc0sbL61u6HvYQzzYv/IV+MY34D/+Q0EvUqDS+i1jZpXAvxK/hN+v3P0B4AGACRMmqNu1dJgUq2ZAeQnNLW2Ul5Vw97l1GQm4RWu3cMGDL2V8v/257877nRSrzkC1xC/d33dfPOjvuy8e9gp8kYKT7inFWCAKtJ/VjwIWm9lEd38nod164OSE56OA54PlozotX59mLbKPOmbMcOZcPomXVjcwKVadsUDur/325777Zb+d79FPnqx79iIFylIdoxzcs3/C3Y9Isq4emODumzstHwEsAo4OFi0GjnH3RjN7Gbga+AvwFHCPuz/VXQ0TJkzwhQsXplSviPRBV53x1ElPJKvMbJG7T+jrflIdejcXWACMM7N1ZnZZN20nmNmDAEHHvG8ArwRft7Z31gOuBB4EVgKrUOc8kfzQXaB3NyxPRPJWymf2+UBn9iJZcOed8Q/M6e7Mff58eOUVuP767NUlsg/K1Jm9wl5ERCRPZfUyvoiIiBQuhb2IiEiRU9iLiIgUOYW9iIhIkVPYi4iIFDmFvYiISJFT2IuIiBQ5hb2IiEiRK6gP1TGzJuCNXNfRj8LA5h5bFa5iPr5iPjbQ8RU6HV/hGufug/u6k8xM0p09b2Tik4TylZkt1PEVpmI+NtDxFTodX+Eys4x8bKwu44uIiBQ5hb2IiEiRK7SwfyDXBfQzHV/hKuZjAx1fodPxFa6MHFtBddATERGR3iu0M3sRERHppbwLezP7vJm9bmZtZjah07obzWylmb1hZp/qYvuomf0laPeImVVkp/LeC+pbEnzVm9mSLtrVm9mrQbuM9MzMBjO7xczWJxzj1C7anRa8pyvN7IZs15kOM7vLzP5mZsvM7FdmNqyLdgX13vX0XpjZgOD7dmXwc1aT/SrTY2YHm9l8M/tr8DvmH5O0OdnM3k/4nr0pF7Wmq6fvN4v7fvD+LTOzo3NRZ2+Z2biE92SJmW01s2s6tSmo987MZpnZRjN7LWHZCDN71sxWBP8O72Lb6UGbFWY2PaUXdPe8+gI+AowDngcmJCwfDywFBgBRYBVQmmT7R4Hzg8f3A1/J9TGleNx3Azd1sa4eCOe6xjSO6Rbgaz20KQ3eyxhQEbzH43NdewrHNgUoCx5/G/h2ob93qbwXwJXA/cHj84FHcl13L47vQODo4PFg4P+SHN/JwBO5rrUPx9jt9xswFXgaMGAS8Jdc15zGMZYC7wBjCvm9A04CjgZeS1h2J3BD8PiGZL9XgBHA6uDf4cHj4T29Xt6d2bv7cndP9sE5ZwLz3H23u68BVgITExuYmQGnAI8Fix4CzurPejMhqPtcYG6ua8mBicBKd1/t7nuAecTf67zm7s+4e0vw9CVgVC7ryZBU3oszif9cQfzn7NTg+zfvufsGd18cPG4ClgMjc1tV1p0J/MTjXgKGmdmBuS6ql04FVrn72lwX0hfu/gLQ2Glx4s9XV/n1KeBZd2909y3As8BpPb1e3oV9N0YCbyU8X8eHf1CrgfcSfgkna5OPTgTedfcVXax34BkzW2RmM7JYVyZcFVwunNXFJalU3td8dynxs6VkCum9S+W96GgT/Jy9T/znrqAEtx+OAv6SZPXHzGypmT1tZodntbC+6+n7rRh+3s6n6xOjQn7vAPZ39w3B43eA/ZO0Ses9zMkn6JnZc8ABSVb9m7v/Jtv19KcUj3Ua3Z/Vn+Du681sP+BZM/tb8FdhznV3fMB9wDeI/wL6BvFbFZdmr7q+SeW9M7N/A1qAOV3sJm/fu32VmVUBvwCucfetnVYvJn55eFvQx+TXwKHZrrEPivr7LeiDdQZwY5LVhf7e7cXd3cwyNlwuJ2Hv7p9IY7P1wMEJz0cFyxI1EL8sVRacdSRrk1U9HauZlQH/ABzTzT7WB/9uNLNfEb/cmhc/wKm+l2b2Q+CJJKtSeV9zIoX37ovAZ4BTPbiZlmQfefveJZHKe9HeZl3wvTuU+M9dQTCzcuJBP8fdf9l5fWL4u/tTZvZfZhZ294L43PUUvt/y9uctRacDi9393c4rCv29C7xrZge6+4bg9srGJG3WE++f0G4U8T5u3Sqky/iPA+cHvYGjxP9iezmxQfALdz5wTrBoOpDvVwo+AfzN3dclW2lmITMb3P6YeMew15K1zTed7gWeTfK6XwEOtfgoigril+gez0Z9fWFmpwHXA2e4+44u2hTae5fKe/E48Z8riP+c/U9Xf+jkm6BvwY+A5e7+3S7aHNDeB8HMJhL/HVkQf8yk+P32OHBx0Ct/EvB+wmXjQtDlVdBCfu8SJP58dZVfvwOmmNnw4NbolGBZ93LdIzFJT8Ozid+D2A28C/wuYd2/Ee8t/AZwesLyp4CDgscx4n8ErAR+DgzI9TH1cLyzgSs6LTsIeCrheJYGX68Tv4Sc87pTPLafAq8Cy4Jv4gM7H1/wfCrxntGrCuX4gu+vt4AlwVd7D/WCfu+SvRfArcT/qAEYGPxcrQx+zmK5rrkXx3YC8VtKyxLet6nAFe0/g8BVwXu1lHjHy+NzXXcvji/p91un4zPgB8H7+yoJI57y/QsIEQ/voQnLCva9I/5HywagOci8y4j3f/k9sAJ4DhgRtJ0APJiw7aXBz+BK4JJUXk+foCciIlLkCukyvoiIiKRBYS8iIlLkFPYiIiJFTmEvIiJS5BT2IiIiRU5hL1LgzKw6Yaavd+yDmQa3mdl/9dNr/pvFZ45bFrzWccHya8yssj9eU0TSp6F3IkXEzG4Btrn7d/rxNT4GfBc42d13m1kYqHD3t82snvjY7UL61DKRoqcze5EiFczv/UTw+BYze8jMXjSztWb2D2Z2p8XnPv/v4GNkMbNjzOwPwUQqv+tiRrQDgc3uvhvA3TcHQX818Q8Vmm9m84P9TTGzBWa22Mx+Hnwuffu86+2v/7KZHZKN/xORfZXCXmTfMZb4FNBnAA8D8939o8BO4NNB4N8DnOPuxwCzgNuT7OcZ4GAz+7/g88f/HsDdvw+8DUx298nBGf+/A59w96OBhcA/Jezn/eD17wW+1w/HKyKBnEyEIyI58bS7N5vZq0Ap8N/B8leBGmAccATx2dII2nzoc9M9PqvYMcSnZp4MPGJmN7j77E5NJwHjgT8F+6sAFiSsn5vw78y+HpyIdE1hL7LvaL/s3mZmzf5Bh5024r8LDHjd3T+WuJGZHQz8Nnh6v7vf7+6txGfaej7442E68Xke9toUeNbdp3VRj3fxWEQyTJfxRaTdG0Ak6ICHmZWb2eHu/pa71wVf95vZODNLnCe8DlgbPG4CBgePXwI+3n4/PpiV7bCE7c5L+DfxjF9EMkxn9iICgLvvMbNzgO+b2VDivx++R3wmsURVwD1mNgxoIT7z1oxg3QPAf5vZ28F9+y8Cc81sQLD+34nPqgcw3MyWEb/i0NXZv4hkgIbeiUjWaYieSHbpMr6IiEiR05m9iIhIkdOZvYiISJFT2IuIiBQ5hb2IiEiRU9iLiIgUOYW9iIhIkVPYi4iIFLn/D3riOlID628rAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["simple_lstm_model.save('/content/drive/MyDrive/AI-HPA_Model/data/bi_lstm_model0.pkl')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"W6_v2MyRA0Fe","executionInfo":{"status":"ok","timestamp":1659855524213,"user_tz":-540,"elapsed":22017,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"1a9efc07-5dac-4864-ae79-9bd6b9da184d"},"execution_count":64,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:absl:Found untraced functions such as lstm_cell_31_layer_call_fn, lstm_cell_31_layer_call_and_return_conditional_losses, lstm_cell_32_layer_call_fn, lstm_cell_32_layer_call_and_return_conditional_losses, lstm_cell_34_layer_call_fn while saving (showing 5 of 8). These functions will not be directly callable after loading.\n"]},{"output_type":"stream","name":"stdout","text":["INFO:tensorflow:Assets written to: /content/drive/MyDrive/AI-HPA_Model/data/bi_lstm_model0.pkl/assets\n"]},{"output_type":"stream","name":"stderr","text":["INFO:tensorflow:Assets written to: /content/drive/MyDrive/AI-HPA_Model/data/bi_lstm_model0.pkl/assets\n","WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n","WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n","WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n","WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n"]}]},{"cell_type":"code","source":[""],"metadata":{"id":"TPUQF-DqBCfs","executionInfo":{"status":"ok","timestamp":1659855524213,"user_tz":-540,"elapsed":7,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":64,"outputs":[]},{"cell_type":"markdown","source":["# Test"],"metadata":{"id":"8eGxTqZVGx7U"}},{"cell_type":"code","source":["from keras.models import load_model\n","\n","model=load_model('/content/drive/MyDrive/AI-HPA_Model/data/bi_lstm_model0.pkl')"],"metadata":{"id":"UzzxqrbdF6XA","executionInfo":{"status":"ok","timestamp":1659855939555,"user_tz":-540,"elapsed":14341,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":67,"outputs":[]},{"cell_type":"code","source":["yhat=model.predict(x_val_uni[0])\n","yhat[0], y_val_uni[0]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MbywVLJ6F6Zk","executionInfo":{"status":"ok","timestamp":1659856014540,"user_tz":-540,"elapsed":306,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"029bff2b-8638-4be8-9d52-2f47c4672d8b"},"execution_count":73,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([15.890847], dtype=float32), 15)"]},"metadata":{},"execution_count":73}]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.5"},"colab":{"name":"model_final.ipynb","provenance":[],"collapsed_sections":[]},"accelerator":"GPU","gpuClass":"standard"},"nbformat":4,"nbformat_minor":0} \ No newline at end of file diff --git a/preprocess/preprocess.ipynb b/preprocess/preprocess.ipynb new file mode 100644 index 0000000..116e62c --- /dev/null +++ b/preprocess/preprocess.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","from sklearn import metrics # for the evaluation\n","from sklearn.preprocessing import LabelEncoder,MinMaxScaler\n","import tensorflow as tf\n","pd.set_option('display.max_columns', None)\n","pd.set_option('display.max_rows', None)\n","import math\n","from keras.models import Sequential\n","from keras.layers import LSTM, Bidirectional, Dense\n","import math\n","# univariate bidirectional lstm\n","from numpy import array\n","from keras.models import Sequential\n","from keras.layers import LSTM\n","from keras.layers import Dense\n","from keras.layers import Bidirectional\n","\n","from sklearn.metrics import mean_squared_error"],"metadata":{"id":"2pLJ3-OR7xCO","executionInfo":{"status":"ok","timestamp":1659856053387,"user_tz":-540,"elapsed":4831,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"id":"-XqB423X7yyh","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659856072776,"user_tz":-540,"elapsed":19396,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"fa40af6b-c3d8-443d-f468-eb5d668bbaf8"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["log_ddf=pd.read_csv(\"/content/drive/MyDrive/AI-HPA_Model/data/log_df.csv\")\n","log_ddf.drop([0], inplace=True)\n","log_ddf.reset_index(inplace=True)\n","log_ddf.drop(['index'], axis=1, inplace=True)"],"metadata":{"id":"DpkCYuOz7y3i","executionInfo":{"status":"ok","timestamp":1659856075777,"user_tz":-540,"elapsed":3006,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["log_ddf.isnull().sum()"],"metadata":{"id":"eCMefPDz7y53","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659856075777,"user_tz":-540,"elapsed":7,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"4fb19aba-aadb-4efb-9d74-5e2bf88c8cd7"},"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["datetime 0\n","ip 0\n","dtype: int64"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["log_ddf.min()['ip'], log_ddf.max()['ip']"],"metadata":{"id":"jtq2EaY37y8Z","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659856076268,"user_tz":-540,"elapsed":494,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"b063ec84-c301-432d-eb9d-23cc4768c107"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1.0, 1982.0)"]},"metadata":{},"execution_count":5}]},{"cell_type":"code","source":["# cpu 전체 사용량으로 변환(0.021~41.622)\n","log_ddf[\"cpu_usage\"]=log_ddf[\"ip\"]*0.021"],"metadata":{"id":"ecwOeRST7y-z","executionInfo":{"status":"ok","timestamp":1659856076268,"user_tz":-540,"elapsed":2,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["log_ddf.min()['cpu_usage'], log_ddf.max()['cpu_usage']"],"metadata":{"id":"TYpy_tWz7zBR","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659856076655,"user_tz":-540,"elapsed":389,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"9970fe29-d6a3-4e87-8dad-3a6c3ad4c828"},"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(0.021, 41.622)"]},"metadata":{},"execution_count":7}]},{"cell_type":"code","source":["plt.figure(figsize=(30,10))\n","\n","plt.plot(log_ddf['cpu_usage'])\n","\n","plt.show()"],"metadata":{"id":"v3X-wBpD7zDs","colab":{"base_uri":"https://localhost:8080/","height":270},"executionInfo":{"status":"ok","timestamp":1659856077889,"user_tz":-540,"elapsed":1235,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"9fc1d974-2da5-4691-8580-95dac6413451"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["# max_usage에 따른 Pod 개수 산출\n","max_usage=0.5000 # ms\n","use_ratio=0.8 # 최대 사용 비율\n","log_ddf[\"pods\"]=-1\n","\n","for i in range(len(log_ddf[\"cpu_usage\"])):\n"," log_ddf[\"pods\"][i]=math.ceil(log_ddf[\"cpu_usage\"][i]/(max_usage*use_ratio))"],"metadata":{"id":"XFGjSIIM7zGT","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659856773942,"user_tz":-540,"elapsed":696059,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"5408627b-bc5c-40ca-82b7-c7cc7d2be054"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," import sys\n"]}]},{"cell_type":"code","source":["log_ddf.min()['pods'], log_ddf.max()['pods']"],"metadata":{"id":"Zjntj3qh7zI5","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659856774418,"user_tz":-540,"elapsed":479,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"d1c30829-b2fe-42a2-c745-da7ea1b35b24"},"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1, 105)"]},"metadata":{},"execution_count":10}]},{"cell_type":"code","source":["log_ddf.to_csv(\"/content/drive/MyDrive/AI-HPA_Model/data/log_df_pods.csv\")"],"metadata":{"id":"e1KlQQcP8SL8","executionInfo":{"status":"ok","timestamp":1659856783773,"user_tz":-540,"elapsed":9356,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["log_ddf=pd.read_csv(\"/content/drive/MyDrive/AI-HPA_Model/data/log_df_pods.csv\").drop([\"Unnamed: 0\"], axis=1)"],"metadata":{"id":"FiFUtdBo8SRL","executionInfo":{"status":"ok","timestamp":1659856786309,"user_tz":-540,"elapsed":2539,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["plt.figure(figsize=(30,10))\n","\n","plt.plot(log_ddf['pods'])\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":269},"id":"GYheR7wX8STv","executionInfo":{"status":"ok","timestamp":1659856787805,"user_tz":-540,"elapsed":1507,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"71ae62b9-44c4-47ca-b482-e91d07d5344a"},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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0\"], axis=1)\n","df_origin=pd.read_csv(\"/content/drive/MyDrive/AI-HPA_Model/data/log_df_pods_slow.csv\").drop([\"Unnamed: 0\"], axis=1)"],"metadata":{"id":"U3KVXHe08SYj","executionInfo":{"status":"ok","timestamp":1659856792887,"user_tz":-540,"elapsed":5087,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["RRS=0.7\n","for i in range(len(df_origin)-1):\n"," # 0.7 곱한 차이로 간다,, df_origin인 이유는, 앞에서 0.7 곱한걸로 바뀐 게 영향이 생겨서..ㅇㅇ\n"," if df_origin['pods'][i+1]-df_origin['pods'][i]>0:\n"," df['pods'][i+1]=df['pods'][i]+int((df['pods'][i+1]-df['pods'][i])*RRS)\n"," else:\n"," df['pods'][i+1]=df['pods'][i]-int((df['pods'][i]-df['pods'][i+1])*RRS)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jstLCX7f8SbO","executionInfo":{"status":"ok","timestamp":1659857591252,"user_tz":-540,"elapsed":798373,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"a1b34a9f-2f34-4d13-b417-e0d96c556a31"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," import sys\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," \"\"\"\n"]}]},{"cell_type":"code","source":["df['pods'][:2000].plot()"],"metadata":{"id":"76mNHzkj7zLQ","colab":{"base_uri":"https://localhost:8080/","height":283},"executionInfo":{"status":"ok","timestamp":1659857591252,"user_tz":-540,"elapsed":14,"user":{"displayName":"금나연","userId":"14671297533244968768"}},"outputId":"7d0d225c-8bc7-4f90-c43a-a6a3aa35317b"},"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":17},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["df.to_csv(\"/content/drive/MyDrive/AI-HPA_Model/data/log_df_pods_slow.csv\")"],"metadata":{"id":"pEFMF5yX89-6","executionInfo":{"status":"aborted","timestamp":1659858374582,"user_tz":-540,"elapsed":342,"user":{"displayName":"금나연","userId":"14671297533244968768"}}},"execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.5"},"colab":{"name":"preprocess.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":0} \ No newline at end of file diff --git a/preprocess/stationtest.ipynb b/preprocess/stationtest.ipynb new file mode 100644 index 0000000..610f436 --- /dev/null +++ b/preprocess/stationtest.ipynb @@ -0,0 +1,157 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "## UDF for ADF test\n", + "from statsmodels.tsa.stattools import adfuller\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "def adf_test(timeseries):\n", + " print(\"Results of Dickey-Fuller Test:\")\n", + " dftest = adfuller(timeseries, autolag=\"AIC\")\n", + " dfoutput = pd.Series(\n", + " dftest[0:4],\n", + " index=[\n", + " \"Test Statistic\",\n", + " \"p-value\",\n", + " \"#Lags Used\",\n", + " \"Number of Observations Used\",\n", + " ],\n", + " )\n", + " for key, value in dftest[4].items():\n", + " dfoutput[\"Critical Value (%s)\" % key] = value\n", + " print(dfoutput)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "log_ddf=pd.read_csv(\"../data/log_df.csv\")\n", + "log_ddf.drop([0], inplace=True)\n", + "log_ddf.reset_index(inplace=True)\n", + "log_ddf.drop(['index'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n", + "Test Statistic -1.042680e+01\n", + "p-value 1.649659e-18\n", + "#Lags Used 6.200000e+01\n", + "Number of Observations Used 9.993700e+04\n", + "Critical Value (1%) -3.430415e+00\n", + "Critical Value (5%) -2.861569e+00\n", + "Critical Value (10%) -2.566785e+00\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "adf_test(log_ddf['ip'][:100000])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## plotting \n", + "plt.rcParams['figure.figsize'] = (10, 6)\n", + "plt.plot(log_ddf['ip'][:100000])\n", + "plt.title(\"stationary time series : AR(1) process\", fontsize=16)\n", + "\n", + "## adding horizonal line at mean position 0 \n", + "plt.axhline(log_ddf['ip'][:100000].mean(), 0, 200, color='red', linestyle='--', linewidth=2) \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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okteWYPQ/ljhdDEu9uYgBF7lbuDlc7ZRS2QCg/f8EbXknAHt162Vpyzppj32XGxKRcSKSLiLpeXnuHsgsEZSUx28NFxERUTRYnTRvlBGjAiw3pJSaopQarJQanJqaalnhiIgocezLP+50EYiqhRtw5WjNhND+n6stzwLQRbdeZwD7teWdDZYTERERxb1wA65ZAG7XHt8O4Bvd8rEikiIi3eFJjl+pNTsWishQrXfibbrXEBEREcW1oAOfishnAIYDaCsiWQCeAjAZwOcicheAPQCuBwCl1AYR+RzARgAVAO5VSnn76t4DT4/HRgC+1f4RERERxb2gAZdS6iY/T43ws/4kAJMMlqcD6BtS6YiIiIjiAEeaJyIiIltk5hY6XQTXYMAVRxRH8SQiG+QVlqKiksPDUHDb84owdsqy6r+PlTk7A8CMVVkoKq1wtAxeDLiIiMivgpJynDFpAZ6bvcnpolAMuPFfy7F8h+9Y6dF39Hg5vlmzD498sRaPz8xwujgAGHARESUsM7XihSWe2oHvNhywuzgUBw4WlTpdBADAmNeW4IHpawB4prJyAwZcREQJatLsTSgoKXe6GESWc+Ogtwy4iIgS1Hs/7cQr3211uhgUJ16cu9npIrgaAy4iogRWUcVkeLLGWz/UnUBcDGf2S0wMuIiIKKZVVgXPRXt+ziYcckl+ESUmBlxxhKNCEJFXIg3jcLi4LOg6UxbvwJPfbIhCacht3HJtDDrSPBERxZ7NB8wNOBmoyWfv4WPYmF1gVZEcV55AQSi5DwMuIqIYti4rH91aN0GLxvUt3/a5Ly6yfJuUWIQpXNXYpEhEFMOueGMpbnl/udPFIHKtY+WVKCl3dsR7gAEXEVHMW78v/Ga/eKiBiIfPEMtKyivxtkEPRa/M3EIMfm4BcgtKoliqGmv35uPCl35w5L31GHAREcUhs4nCjFUoUv/6cQf+FmAMrg+W7sLBolLM25gTxVLVtv+oM8GeHgOuOOKSjhhE5AKKZwSKkuIyd0wO7XYMuIiIEtjR44kztQ9DUHISAy4iogT29Zr9ThchYmwWpVjAgIuIKA65ZbBHN/lp20Gni0AJjAEXEVEcYrxV13EXDA2Q0Gy6C9hicpBfpzHgIiKioBjAkT9TFu/w+9zx8krbh+24+B+La/29bPshe98wTAy44ohyeRvCJyt249Qn5qLKxESzRERmCQfiiiqlFP6xYCsOmBhq4fp3lkW1eXv3oWLc9K47BwJmwEVR8/SsDTheXokKBlxEtUxbuhP7849buk2rb8Bcfj9HmtKKSpRW2Nt0ujG7AP9YsA33frra1PrbcopsLY9eZm703itUDLiIiByUU1CCp/+7EXd88EvIr3V7rXY4CkrKsXLnYaeLEbNOe/o79H9mvq3v4d3tzE6XU+l9QRRqIu/6MN329wgXAy4iIgdVajW+BSXWjocVq6HYHz9ejRv+tczy7yNRlFVUua5zQHEpB0YFGHCRA9w0ArZ7ShJdP27Nw8Bn5+MYR4gml9mY7ZkXsryiyvRrmMHlbpu1XoTHEjzwYsBFUSM8LbrGi3M343BxGV6atxVp42ezNsFBdgX9cdjaSDHuUHGZ00VwFAOuOMLza2Rum7oSFZXm76rjwdSlOwEAWYetTdim0IVzO2JnUPXSvC32bTyAeMxLize5hZ7eiYeKQgugAg0fkQgYcFHUufV8unhrHvbnWzejfG5BCf7143ZeQEy66NUfcfbk750uBmneWJTp6PtzqIfI5B+zrzZp2s+7AQAHCqw7XyaCsAMuETlZRNbo/hWIyIMi8rSI7NMtH6N7zQQRyRSRLSJysTUfgWJGgp0/7/10NV74djO2ubCbsluuZdtyCjEnIxsAsDWnCPu0oRFW7zlSfRedKPYfLcHOg8UWbjFxAn237M9u8vjX650uAvkIO+BSSm1RSvVXSvUHMAjAMQAztadf9T6nlJoDACLSG8BYAH0AjAbwlogkR1R6Fygpr0Ta+Nn4anWW00VxPTeeE8tCSMwNVWGJJ0G0kuOO+TXq1cX44yd1x/K55q2fMfofSxwoUfTpa0B9R8wO+tqA2w2zQA4Lp9jLd7hzZHEnHS9zV09Fsq5JcQSA7Uqp3QHWuRLAdKVUqVJqJ4BMAEMsen/H5BaUAgBeXbDV4ZLEn6wjx3DixDm2zpP17P822rbtUGQfPR4XE+seK6vA7HXZlmzrcAIm2Np5AxBrQrlBW5oZfsD1/JxN+GFLbtivT3T/W7ff6SLEDKsCrrEAPtP9fZ+IrBORqSLSSlvWCcBe3TpZ2jJKMGbvvOdtyEFllcL0X/bYWyAdK5smQqlhGPPaEtz6/grr3jwI3x6jkQzVsTTzIAq1Xo5PfL0B9366Guuy8iMpXkJhrpKzpizegd+GMehsItPXyt736a+OlKG0ojLm8mMjDrhEpAGAKwB8oS16G8CJAPoDyAbwsndVg5cbflsiMk5E0kUkPS8vL9IiRoUbfnc3lCGQRL2umPncR47F5rAMB4tKcct7K6pPullHjgEAikvZnGGWXRcNl58O/Arn60jUc0sgsfr7P/XNeny0bFfAdX7OPIiTH5+LN753tmNHqKyo4boEwGqlVA4AKKVylFKVSqkqAO+iptkwC0AX3es6AzCsi1RKTVFKDVZKDU5NTbWgiPbhgU7xprSiEhv2HzW1rndqD3/zl63fdxTlCTbURjR5gzWj85Dbb8CC4bk1MX24bDee/GZDwHVufs/TGvDVr/uiUSTLWBFw3QRdc6KIdNA9dzUAb1eJWQDGikiKiHQH0BPASgve3xVi/eQWTaE2X0Xzu7W0SdHF95iBPufTszbi0td/qq6tCoX+E2/PK8Jl//wJL8zZHNI2Zqyq6YCSmVuEjCxP8PfSvC1sqvSDsYlzSisq8fYP23lj4YCEalIUkcYARgH4Srf4RRHJEJF1AC4A8BAAKKU2APgcwEYAcwHcq5Riu0MC8eYNmT1G4uUiEmsj7K/Zmw8AOHrcfDOndzgHL5GaQREz9uWH9P6z1tZUfI985Udc/sZPADzjQl3xxtKQtkXWidYNRKxdRN9bshN/m7sZHy8P1GeMvGat3Y8DR60Z8iW29hSgXiQvVkodA9DGZ9lvAqw/CcCkSN6TYhebCOJPnYRvC86AP26NjbxNq0QSXxzUgtp4HHkklBsVJ08tRdr8gMdcNgyDHd/J+n1HcdIJTSPaZ+//7Fd0a9MYP/7pgojLE2OxeWQBF1G8CbfH2P/W7cdrC7Zh3oPnISkptJo8JwT6lN7nIik/Y+voCDRQaqzVFJG1QqmhNuNgUSku+6entrlTy0YRbSvbohquWMOAK0KstQldPF4GHvrPGpRXKlRUKTRIqr1TxMI+or82h1LezdkFtbdj8Ovyuu+MWJ12hbuLNayekP6YruexbwqBU9ycJ2uEcylaxA13k27Y+RZtzsX8jTmGz4Uad1gdqKzLysf0lYHH9HJ7bLRmb741E2xb9OVO/tY4IV5EsPuQ+WlqvttwwJLyJBr9z5g2fjYWbc5F2vjZ2J9/HJ8F2ddD5YJTnCu59XvZczh4p5fi0gp8s8aBnn4WfWdu/e79YcAVoVCboPYePobxM9ZZc9F0oTum/YLff5TudDEMXfHGUoz/KsOWbRsd+FafC9bvO4qr3lyKV+bbO6uBd5cO52TmnRUg/1gZ/vTlOgDAr1oSvmebCnPXZ9fp0TXu36vCKivV9uB/1gAAlmyL3Ty4cG4F3DB4rAuKUEtJefBrzGMzM/DA9DVR7/1rVeUAAy4K6NEv1mL6L3vxy64jThfFMaHWBkaz9jDSk6b+9dVjJEW2yWreyZw3+TTjhWNHgAm1q3uTBjkplpRX1pqYOyPrKAq0+SMf002cq59LctGWXNz98Wq8vnBbSOXdnlfzPh8v3+2KGuVIKKXwt7mbscvSyarjQ2z/srFlv5ZLZSbh320BZSxiwOXHjf9ahvEz1pleP9onia05hcg/FltzzXnvQs1+V7F0fAf6TG48URVqPasi8cmK2k1W+/JrmjDyCksNX+MdKmJ/fmj5Rfpu5I9/vR6rdsf2DcuuQ8fw9g/b8Tsba4NjPCaNrRNADNp8oAAFFifWm2XVvhlrN14MuPxYsfMwpv+yN+h64fboirRK9aJXF8fcmET682dFZRVmr8sOeMA4cShFOmaW/tXe8v+8/ZDpoQ4CNTVbdW7x1pTpleomTTbbpJgdRuJsuB/BN8AqjfFJnr37fWWE4zkE2ltj61KkE7MFD90dH6y0PUXAn9H/WILNWgpAoP1o84ECPPH1elcG8C4sUkAMuCIUau1F9foW7ClmkiLd6p0ft+PeT1djTkbwZOlo5mfY8VZPfrMBt0/1TKpQXFqBtPGz8Xm6cTB/x7Tgk+hG+n0YTcOjD3zN7qLv/bSz1t+h1FqF+hGcuijZxRto2blnx3oFkRtrho1EcvO8aEteyM3r0XbHB7/g38t3W9rr1apAKftoSUzlQzPgCsJszYTZg66iUmnrW8+NdyBGlKrpsn642Ljpqfb67v9gZsr4+NcZ1Z/7nR+2G66zZNtBS8sVTX/938bgK+m+pkhrd2LVpuwCjHp1secPi4OKWAlS4smW6loie7/8A0dL4ibnTymFR79Yi3kh9k6e8NU6fJuRXWvZz9sPWVk0WzHgCsJbM+FPqAdZutY0ok8C9rVgYw4KA4yhEgsBiCHRPwyezxWL1w597dOOvNonx4+X1+Q8WfULVlRW4bhNI1zbsZ95b0wEiGjuuVg9BICaqZMA8/t4kVYz+sHS2rWKgWo7rf6Kcv3k5VktFn7a4tIKDHx2Pn7adhA/bIlOj9ChLyzE8Jd+8Pt8UWlF2AGZE708v1yVhT+E2Dv5s5V7cc8nq20qkf0YcFkk1AvA4WLjhPe9h4/hdx+l4yGte7cV7+VG3uPbOzFxrAu1I8DOg8X429zNIQU1Rqve/sFKnPrk3FrLioI0Wxpuu1YhQ+vcEA7WxHiYvdDlajWjHy0LYb6+GDpPpO86XKcTUCi7SLT3py05hThcXIaXvtsS3TcO4Nb3VgQMyCJl5Xfs1K7pdGUFA64IhbsT+vvdj5d7ait2H4rd/KygVM3J9ItVWY4WxZfd5239BfbtH7aHVWugL+PSzLrV6QeOepLZ//WjcbNlsFpZM9/BjgA1tIHEw80CWauqSuG6d5bhN+8Hbk0IJNYmiLeDvuY0VGauY3stzBk2cx6YvnIP1u7Nx7GyyHtUuwUDLpeKx+uS/pgOpQo7nr6LC3zuQN18mQh0Urzw5R8j2nYiXyBrTaNk8Pz6fUcxfsY6VOly3FSA9f2Kka/Y+9k27PfUdhvVQuw8WBwwzcJKRaUVWLQ5V+uZZ3wQuOnGIfvocfy83b7cT+9u9PDna217DyPjv8rAlW8uxf2f/RpwvYNF0WnqtgIDLouE+qP7O17dfo7cc+gYzp78fa1xkUJltoOBI6NHW1xjaZXKKoVKG9/Eu+nDxWW6O2Xr3m/W2v0or6yq3uKh4lJXXbScIlJ33/ntBysx/Ze9OKRLO1B+Iq54bprVH/8XvPQDxk5ZHpX37fvUPNwxzdMzryJIxw67vv9QptsZ9cpi3PzuCsvLsD//uCtql9bsDZx2Eu1AMBKcvDpC3iTFUDtcOd2WrLcv/zg27DuKi/q0D7ruv5fvwr7845i1dh/GnXdiSO+jP4EWWTDwppEdeUVo1CAZHVpENpu925w4cU7A50vKK9GwfnLY2/fuj9e983PY2wjEe5fatmkDAMCCTbkRdad3w7yhVjBf02f8eeMp3gr2i27YH/kMC8Fsyym0/T3MWLLtIK7s38nwuQlfrcML15xe/bcV51L9fnS4uAxNUpJx1uTv0a9Ly4i3HamyCns6BTmBNVwRKq+sOU3omwCO6kbwXb7jENLGz8b6feYTxKMZkI15bUlU57JTytNDxQ4Xvvwjhr3wfdiv/8cCd4+J48+6EDofBLor1/es1O+CB46WRFSr6XWwqKbWJl46TEQi0G9hFFSaDbAEEjNt8b6fycliVw/XEZT946j589lK851h/NkTIEd44LPzcac2HuDaCPLCrBKsljEUTtdzMOCKkP6kOGnOJgDA0syD6PfMd/hhSy4AYP7GHACewKv6dX5+eDNV1FZXYx8NYXqHSHbYSMv91g+ZWLnzcGQbCeLTFXuwLis/5ADZCVYmsRo13+p/6qEvLMTQFxZa9n4AcKMFTURHisuwYod14/As33HI9imz9OeMzQcKDQIrg9/CZ5UDR0uiltPklGgEM0d0zbahDK/i/T30x42lvfhsDgzW7cuv9bdvTKPvjOOGicHjBQOuCOw6WFyrZ82stfsB1ExD4v2/0cETrEnErTenNakk5g/C42WVePm7Lcg/5rlAFPhcKL4zOfjdi3O34IZ/LTP9vuHyBsjfb871u05OQQnSxs/Gz5mRJauG+zuXlFfi3BcXGW/TrTuPDW55bwVunLK8Vu1yuMorqzB2yvKIesuF48Of/Qz1oOo+9M5ROfSFhbj09Z/sLZjDorEbvzhvc/XjvxjMnRvsWLKi1tcN3luyw+9z+8KYwstK8XQ+Y8AVAXvGPDEOZErKK1FS7p62bO9Nz5PfrEfa+NkB1500ZyP++X1m9d/6ZiUAmLLY/8HupPd/2om08bMNaxK8wfS/lxtfLKf6THtjJRFgUYBgsGY9433JbI2m90T3kwtHv/eWbWO2J6/Hiptw78j3GVGu2ZxaZzDTuusUa3k6BSU1+TqxPLWXEScurMWlNedU7w2zGd6iOh2MhMv3u87WAsevVjszTM+3GdlIGz8buw/VHbg1XvI1AQZclpu9LrvOvG9GO0yoJ5dTnpiLvk/NA2A8F57dvDllvuU2MxDj2iC9TIL5aNluRzoZeAOTQ0WhNTEVlpSbm+YmTFlHjptKlA2lS3uVwULv6299v3YPKG9TuZP2HjmGIZMWWLpNs9N4RSpY7bC3Fks/Rluo0yAp7b9Y4GQpjS7wbhDt367mBnpDVN/X65s1nmB3o0HHiJLy2JkrMRgGXBa7f7r/MUP0NQ5BDyeDFbzJg/4SO+2MSb7TmtnCcSRITkzWkZq7xJMmzsFbP3hqw2IhdeDb9Qfq1DzafarcfKAQf/qydvPHbVNrgqJwvrfff5Ruet0nvlkf+htY7PP0rFoBiRX7frTmdjR7Mb3snzVNhv5e4TuhsLfZPhY5cbyHO9RKtO//jkb4u1ZUVsV082dVlcK/l+2KeDtO34Iw4LKQv/OFYQ5XBEnz/nz1a5ZtNUHeWh6zF4vSisrqpHPfIvkmex/STWBdUaXw4lxnp8vw/QmC/Sa+AaUTcWIod4GZuXW7vheW1K0xc/rkFG1W/265hSX4fnP4NypmpO86Yrj8LzMywtpeSXklfvfhLwF7sdnFe544piWvR6NWe/fBwJ/Td/R2pRQOF5cZls3O4/7GKZHlrj43exOGvrCwupOAW49tf+X6Zu0+POFQ7ZuVGHBZKNhOrD8g7Uiaf2zmevxvXe2Z1F+dvzVojpUZCgpz1x+oTk4O1nPl6VkbcNk/f0L6rsN18hwe9JknUiDYGmT8m2hNnAuE/t3HWlLnS99tDb4S/H+uvYfdl7eSH0JP23Dd+8nqOukCgdz4r+W4c1q6rYFDoG2HU2H3w5ZcLNiUi0lz7GsSN2t7nv3NfYVBmuZ9O+l8unIPBj47H9vsTuvw+e02H4hsfDBvByBvhyXf/UZ8/h9t3svJ6t3GNxBGN4SxiAGXxQKdAGv1BPFXwxXh+/teeF5bGHhcKbO9u75Zsx93f7wKH2o5W8HK+euefADGc/35KquswkWvLq4zurL+Pd7xmRewuLQCh6I0pUOwnJuJM2vXJrAbdfQNfHZ+xNsI9rvNzsjG60GOJ72d2qDIdu4P+tHofa3yc/GKFUZ5hU77cYsnz297mHOJBqK/dhwM8LsCwAc+HS0i5pJz1ns2djZyAwZcFsrzqYXxHj8rtLGj9ofQhh72XXGIr5uzPjv4SgAOhlnDFEry5wPT1/i8toa+hqu4tAKjXvkRg56zNmnaK9Cp57Sn5mHkKz/Wytv6YUv4ydZmfq5Qe6dadZ1yc9K1HZeHaF1zQvl98o+VIW38bL89RX1rtCk6/I2BV1xaEXZv8sW633hxkA4cz/zX2hpIqfOA7MCAy2JG51Kj5jJ/59xo146YrqoNcQ437+coq7C+h8n8jTkhBa9WKiytQGZuEfYdMW5Wm7v+gOXnLN9APpi12gjuETfJKGDJtuj03HMDN15r1u/z9Np6+4ftQda0hjcYnLfB3twzKxWXVkS95+yCTcbv1+epeTgjzN6zx6Mwb+H8CDo/UeQYcFnM7N2rXXkddtVJ7PC5eAe7OHmffyvMC8Uf/p2Omb/qmhhrDQJZ+1MqpZB99Ljp4O6leVvQ87HAcxPqrcnKr7NsiZ8ahy9XhTbtxqQ5m/CPBebzgszYnG3dnHNZfgLLeOTmpmD9Ph+t3pTRsHLnYVz91tKA63ibZv3505drsSPIOtEUrXyjtPGzTY+p5921n5u9CdOW7qzTmlC9nkVls5pltfYON1Nz8mqHBPvdrd4tlFLG07eE+UYHCuzNn/K9w9ZfcHzLfNvUlViy7SAu79exellBSTmaN6xvuO03FmUaLvenorJuILdyl/8phkK5bv83hMEW7eYbsMbPZd0c/c+2ft9R9O3UwrGyeHn3Jf0+/59fIp9Lzy0mfLXOb02s9/e4IMgA0743g3Yye2y/tmAb2jZrgFvO7GZrecLpTfq0QXOk0/ca364PPNvIU7Niv4ciwBquqDCKqv1dzN7UgoGKyvAud6EGULUDGfMv9k1i95V9NDo1I8WlFdW1Tfrg5c9f1J2mI1yhnIzcUEui/xVD+U17Pf6t9YWJIfqfzspR3I+VVWDIpAURTQOl/xWLSq3vkekdSDfRgmyzKiqrQsrNenXBVjw2M/B4dX/+cm314205hdiUHXpPxLwia1MrnDh/rdpt7/y4bhJRwCUiu0QkQ0TWiEi6tqy1iMwXkW3a/1vp1p8gIpkiskVELo608LHM33Xwy1WeqRVKw8x9Kq+sCnsqlnDfE/DkBmzT5aodsXgARn1PQf1310cbfd+XPuCrqlIRzbUXyryREuL6prZpcnO/7DpcZ3qMrTnh96ZyYScxV/hkRfDZFfS25hQht7AUf5u7OfjKPrxT+ugDZ28PYCtd/479c5QWlVbg8a8zqj9TOIyaF32nCrPDXR+m45Qn5lq2vbTxs/F5es00OqNeXRy0R7mRolJrpntLcvBGsSBOhnwww4oarguUUv2VUoO1v8cDWKiU6glgofY3RKQ3gLEA+gAYDeAtEUm24P1dz+i6ZdQD7OftNYHSwTCHPHjh28249f0VdQbs81s2iy6qv/8o3e8I+FYzU2TvOu8t2YEeE+fgnL99b3r7vl3tQzkXLTQxx2EwaeNn4znd1EBmLyhfrfbkvOkTeiuqwg+i3dxL0Y5u+XqBjotgNRd+txnGa8b9e1Wd1641eWyHYlN2QcQTsQfz7uId+Hj5noiGNDBqXgz3XAkA7ZqnmFrPzLRPdsUsRwIMEeGv844vszm3TsRdd3zwS/Tf1CF2NCleCeBD7fGHAK7SLZ+ulCpVSu0EkAlgiA3vb7lIe9qZDWpufrf2nHXr9x2tM5losCYib0Kt7+jnj3+93vGEwUiE2/T53OxNAEIbkuOTFXtq/V0c4l3ktyaH2ghEPx7NRz/vCns7Vte2hTIOlZ3CSUyet+EAhj6/0O/xrL/YBAs23wwhD1D/C/zuw3T87dvQa7r0u7xdPXRv/2ClpdtbsDEHb3xfs79kakGyvrI5UBPW2r35hjVa+6M8YbTlY16FaECAMebCqTVNZE5fASMNuBSA70RklYiM05a1U0plA4D2/xO05Z0A6LM9s7RldYjIOBFJF5H0vDznu6X/9X+1E/bKK6v8jsNilpmY4bJ//oSHP19ba9nUpbtMbX/Wmv21TlafrNiDPIM7wXKDhHA3Cjk3zcIja+LMDMwNktSp5/ubhev9n3Zi+Y7gA8fWMJhuJIJ4S6m6d8ahjLTuNk/P2oADBSV+a0T0+0yw/eedMHvfLtiUE3R0c6eUVyr81cLxnX73UXqtWQ1ma2OGVZhs3n/6vxsNa7TOmvx9dW1cuGNeeZk5T+jHvAo0hZZ3OJZYVF5ZhUteWxLTc3HGgkgDrrOVUgMBXALgXhE5L8C6Rqd+w91dKTVFKTVYKTU4NTU1wiJGzne+sns+Xo1zX1xk6rVWz0k212Ttycxf99U9WRl82y/Nq5m3cMJX4c2/Fm1O3KU8/nWGJVMkheLZ/23E2CnLkW1hjcajX5gPBvflH4+bYSGOFJdZOiZcOEFTLFQw+06GHcjhYs+grHPXZyNt/Ow6M0X48/rCbdgU4dAlN7/naQ2YvnJPkDUDC/Un2RZgCrLZMTwI7dqsoxH/JhRcRAGXUmq/9v9cADPhaSLMEZEOAKD935tQkgWgi+7lnQG4p098CBZsMjd43IJNOTjv78aB2bSfd+HKN2vGn9Hnb9nF6ORSXFZzh1hr3CsTohmA1Oo2bOIsqaBqJY9HKhqJuf4sM1nLZTQ2mG8Nl7dThhkTvsoIeQgNN1BK4bGZGdWTpwOeZhl/0+Dszz+OtPGzsSXIfJ6+0sbPNhwRfFtOITJ0tR0u6Lhqi3Xa+HR3f7wagGemiOfnbMKd0+rm5PjmQN0+1dN8GelXoz9/hcOJINhsSkTa+NlRv8kje4UdcIlIExFp5n0M4CIA6wHMAnC7ttrtAL7RHs8CMFZEUkSkO4CeAKxNGnCZYBOOepNft+YU1snfsoMb5yYLh9lk7m/WxGQ8Hzaj2ignex855XBxGT5ZsQe3TTV3evl4uafX4Ytza2p7zc7TOdkgH2vUq4tx+Rs/1Vnu5k4IZgULFqYs3lE9UbJXaUVldYDlZZTeEI6/62royT83DFdDkdVwtQPwk4ishSdwmq2UmgtgMoBRIrINwCjtbyilNgD4HMBGAHMB3KuUsqZPq83s3lkvCtK776hF7ep3TUvHZxFWwceKOIktI3bPx6tw0kTzo+onIqNmNLMBwUYTzTDejgvxsE+G04XfaGR893wXoRXEimJH87NbndIS65ze78IeaV4ptQNAP4PlhwCM8POaSQAmhfueTtmUXYB3F+/A78/rEdF4TuG6cYo1Y+RszC7AhK8ycNOQrpZszylmDppN2QXo1qax/YVxuYjnU4xD4RzBB0zk0T09a4NhLaPRaPGxan/+cbRo5JnBwezHsetzR5owD4ReNivzKaNh8bY8XN64Y0z3UI8nHGnepElzPMMLWDHOkp6ZEdmDNU0mGjOnjioFzMkI3LPQaMoein12XFoufX1J0HWm/bwrYH6nmdowt7vktSX4frP2Gc3OG+tn+eEA40uZYcVApPEehuw9cgz9nvkOu1jT5QoMuEJkdrJQs4a9YH5ATqtkHYntg89sfk0wJz2W2FPZJIIpi7dj4/7agY6ZBAHf8cv8JdwnojunpQccjNOXv9qVgQHGl7KTfoiXaNT8HNF6cy7UgvFoBnm7D8b2uT7eMOAKUSjd6u1gxTgpy7YfQllFlelu3G6TsS92x7sh++lDpefnbMYYn9qpSKawCqs8cZivPODZ+aZr3gMFGNty7Z0xwMjdH6+qfhyN4GfTAU/A/+6SHVF4N3KzsHO4ElFeoTU1K5Gw4gT1py/X4clvNuC4BTkQTpi3wdywHFRbRgwPzGjGmc8vQNumKcgMcoxc8NIP2DX50iiVKn795xdzHXDcnD7k5mEhrDB3g/kBmxOB0z2FGXCF4IxJC5wugmViNdii8FRWKcOhCuJJTkEpcgpCvykymv7IylopOyabdgOzeUGJnLC9YGMOGqckxJTBZAKbFIkSwLLtoUwRFB+i1ZIXLKB4/OvwJruOF+tcXLNqdzD4u4/Sqx8XllTEzFRqZA8GXEQJYO6G2J12JFyBLqXllVUBL36hBGsb9sd+70M7mR2A1gnRqHzz1qBu2F+AP36yOu57RrpZpD1jI8WAS3PvJ6tjNomcKJiPlyfGgLdmDXp2Pvo/8x0OHC3Bf9dFNiPBde/8bFGp4gdrcozN38j8UyftPOjsuIQMuDSzM7LxwPQ1KApjUloiii0FJRUoLqvEze8uN57UOoQkrpJyBhe+3v9pp9NFMMWJ2qYtHFcxYTHgQu1RpOdkJF7TC1E8MtN84Hfk8BDbmj5dwRpEvVAmSdcrjvINrxPzy172z/juvEL+MeACMPSFhU4XgYgc4K+37voQ87ImzsywojhxI9jQHP786cvojnPoRMBFiYsBFxGRj+835+Lh/6xxuhgJZ8FGa6dOC4bxVmIxGgImmhhw+eIBSEQAvvqVnWiirSyKyfbZR49HfdYBctauQ0yad5UpnH6BiDQ78oqwhxP/xqWRL//odBEoytJ3HXH0/TnSvI/M3CL8XjdYHRElrgt5UY5bxWXRmW3jWBl7vruF07MesIbLAMdKISIiK4z796rgK1FUOJ0xxICLiIgSSvbR41F7r8oqpy/z5DXT4bxMBlxERJRQxk5Z7nQRKAEx4CIiooSymx0hyAEJH3CxupeIiIjslvAB178Wb3e6CERERBTnEj7g2ns4esmTRERElJgSPuASZ0f6JyIiogSQ8AEXERERkd0SPuAqLuUowERERGSvhA+4vlmz3+kiEBERUZxL+ICLiIiIyG4MuIiIiIhsFnbAJSJdRGSRiGwSkQ0i8oC2/GkR2Scia7R/Y3SvmSAimSKyRUQutuIDEBEREbldvQheWwHgEaXUahFpBmCViMzXnntVKfWSfmUR6Q1gLIA+ADoCWCAivZRSlRGUgYiIiMj1wq7hUkplK6VWa48LAWwC0CnAS64EMF0pVaqU2gkgE8CQcN+fiIiIKFZYksMlImkABgBYoS26T0TWichUEWmlLesEYK/uZVkIHKARERERxYWIAy4RaQpgBoAHlVIFAN4GcCKA/gCyAbzsXdXg5YYzR4vIOBFJF5H0vLy8SItIRERE5KiIAi4RqQ9PsPWJUuorAFBK5SilKpVSVQDeRU2zYRaALrqXdwZgOAiWUmqKUmqwUmpwampqJEUkIiIiclwkvRQFwPsANimlXtEt76Bb7WoA67XHswCMFZEUEekOoCeAleG+PxEREVGsiKSX4tkAfgMgQ0TWaMsmArhJRPrD01y4C8AfAEAptUFEPgewEZ4ejveyhyIRERElgrADLqXUTzDOy5oT4DWTAEwK9z2JiIiIYhFHmiciIiKyGQMuirq3bxkIALh2YGdkPH2Rw6Wx32mdWmDyNac5XQwiInIQAy6Kipeu71f9+KI+7XH/iJ548vLeaNawvoOlqmvX5Est3+ZZJ7bB2CFd0aKRuz4rERFFDwMust2uyZfiukGdq/9OThI8PKpXdQBy7cDO/l6KuQ+eW/3447vOjLgs3ds2iXgbofIONvfEZb2j/t5E/nz/yPlOF4GirFPLRk4XIaEx4KKgdr4wJvhKEXj5hn5+nzulffPqx2ef1Cbi9zojrVXwlSxyzYBOaN+8IW4e0hUAcN2gzrhhsP/gkgKb+tvBThchrvRIbep0ESjKurR2f8DVtXVjp4tgGwZcFhl56glOF6GWC085AVf062jJtjxDroWnecNIRh7x2DX5UuyafKlhOXqEUGP19+tOR5LJz3J65xZB12nZuG4T4cntmlU/fvLy3lg+cQTSdGV88bp+tjRbOu35q2ty1FoZfC9mfPK7MzH/ofP8Pj+oa+uwtktEHr07BD+vhevVGz03zqe0bxZkzcDuPv9E/Hn0yVYUyXUYcMWpRy7qhSHdw7tA3aTVyFjhL5ecEvZrmzRIDrrO7WelYcmfLwi63rUDO+O6QZ1hJt7aNflSzLrvHCyfMAI7XxiD18b2N1xvQJeWdZZ5g7AWjeqjZeMGwd8sTpzSoeYk+8CIniG//oVrTsPZJ7VFz3bN8OyVfWo9d+fZ3bFy4gi0CDOQc6M2TRrgL6PDPzassv6Zi/H1vWeHdONCsat5I88N8M1nWneO9xrczXO9ufPs7hFv64/DT4p4G27EgMsi7Zo3jOj1PVKtPeH16dgCShlOVRlU51aRVTv/9qy06sc3nRH+gW2m9C0b10cXE1XQV/TvqNWQma+ta9+iIUQEV/Y3nmP91A7Na/19RlorvHnLQKycOAKLTQSB8ST8OlCPqwfUfMe/GZaG1k08wepV/Tti4phTcEKA42vEKe6qXTajT6cWuGf4iU4XA01T6qF/l5ZY8PD56O2zP5M7/WZot7Bed27PttWP2zZNsaQs/7ixP245sysGdG2JLq0bY+tzl+CGM7oEf2EA4TSozLjnrIjeM1oYcFkkOcl4L/nD+T3w+k0Dgr7+8z8Ms6Qcr980AA+P6gXAXMBiRN9UNu2OM0J67XWDOuPpK/rgl8dG4sM7hyDJz/fia9LVfess+925Peos++HR4bX+9jabBquV66IFkWNOa+93HTPNiEN71NQaigAvX98PTVPqYcfzY/DF3WehbdMUnNC8oeU9Ev9pYh+yW7vm5k7Soe533z5wLhrWr12beat2B57WtgnqJQc+Tb17m7W5XfrmUbtEGqBaLSlJMKBrSwCeILd+sj0lNLsPkX/PXlX3XOl1zUDjm0MAaOaT3nHr0K7o2KLujUxKPXNhwcntmuGqAZ0w6erTMPOPZwMAGph8bSC+9QQLg3TuaJZSD4O6GefmeocgcgsGXBap8lObNOGSU03lUvl7vT8NtIvQ//7vnOplqc1ScEW/jrhfa9LxbvKaAf4PQq+/X3c6zjmpLZ6/+jSM1dVKDT/ZuPZg1n1nGy73JranNkvB+b3MTzx+y5m179p2Tb60OnDU0+dD/fe+c6rzul645jRs/OvFdU4gGU9fhBUTR1QnCJ/bM9Uwh2p0n/Z4K8DBufqJUdjy3GhMHzcMX97tCY7PPqktrh3UGeufudh0YOlPgwBBxbNX9gnrrs9KZ3ZvjU9+57+XaPNG9fGni09Gi0b165wwA7ns9A51agqBmrxBMzl3SUmCB0eG3oxppEdqE1uaW3zpP5Y30PFyKsfPW1M8um8HfHm39TUGuyZfihUTR1qyLTPpBoloWA//HYtuG5ZW6+/nrjoNP08YUWe9v117uuHrp48bGlaZvMemb6enYL1kh6R5bm5PDNC5Y+Yfz8LyiXU/g9clp3Xw+5wTIs9oTlCntG+GzQcKq/+uCrc6CZ4271AuUnee3R2frtwNVNZuivS9NHmbFP3ddbRtmoKDRaXo07E5rh/cBdcP9l8VfHK7ZtiSU4i/jD4Ffzivh2GA8f0j5wccduHagZ2xcHNOgE8WmtN8aqQaN6iH2fefi+15RThUXIY3F2WiSYN6hmN9/Tz+QhwuLsNJJzTFyp2HcV6Q4NDbxAUAg9NaY9ukS1A/SM1LKJ66ojcem7ne8LnBaa2xPa/IsvcCgDdvHoh7P11tev3/aDWwqx4fiXpJSWickoyMfUdxqKgMDesn4cTUprj3gpNw7wUnYepPO/1uZ/Ozo3HKE3Or//7Hjf0N1/v9eT2QV1SKu84JnA/ivaN/YERP3HvBSZi7/gD+77NfTX8uX1XagTz/ofMw6tXFYW+ndZMGGNi1Fbq0boQPlu7yu97258dAAPSYWHtGtCcv642//m9jSO/5+3O7490l/r/74K/vgZ4nNMWFp5yAdVlHw96O1+3DuuHDZbsj3o6vL+4ehjPSWiNt/GzLt+1G3do0xu5Dx0yt672MXDuwM2aszqpe7g3iveeR1Kb+80tPOsET4HRu1QhZR44DAGbffw76dAwv4b65dv5trjsPt2uegjZNamo7mzWsh8KSCgA1NyMf3jkE+cfL/G43FjsfsYYrBPpu6b41UqHmS/3+3JoLSe+OzU3VcLVu0gCv3NAPT17eGwO7eqpQ6yUlYcHDnjsF38oA7xYb1k/GO7fWrb2Z+cezsGvypZh9/7l1nht5ajv8Tnex+/T3Z+LDO4fgnuEn+q3N6ZHaNGCPxpdv6Ic1T0Y+snygyqRWTRpgcFprXNynPWbdd47fsnZs2Qh9O7VAw/rJQYMtI1YGW7smX4pbzuyGi/u0q7V8+/NjMOf+c3Fqh+YYeWq7OrlK40PokDCsRxsseLimB+Clp3fAaZ3MnUD1zbVtmqagReP6qJ+chIFdW2FU73Y4t2ft70+/J/sG4Pqmw5GnnuC3ubBpSj08f/VpaJIS+J7wlRv6A/DUiNVPTsLl/Tpixj1n1Wo69m2GBlBdC+yrr/ad9GxXt6dV2wAXKb1Fjw7H6idG4b3bB9ca9+hPF9f0vPLulclJYriPmsmj/OkvF+DXJ0YhtVkK+nVugTu0ZOVRvdsFfN2qx0fi5/EX1lmenCQYcWo7iAga+dQgje7TPuTEen+14+Hy3vSckZZYvVVDubR4e4W3bVazr/bT3ZjedEZXvH7TgDotCnqdWjbC2DO61GqqDzfYAmrOB+2aN6zO1RxzWge0aFwfP4+/EI+M6oVlE0ZUn/96acdeowbJ6NDC/cNYhII1XCEQXR2Sb41WVZX57Tw0shceGNkT8zbkYM/hY+jXuYWpGrJbh3bDNdogoVNuG4xdB4vRoF4SmqQk1ykfUPtA9d61mPXe7bXzYto0DdxEGM3xreY8cC6WZh6K2vtFi/73unpAJyQnCXp39DS3NayfjPd/ewauenMp1uzNR6P6ybj7/BNx1oltcMUbSw2399cr++CEZg2xNacQ487rUSdPykwzZZsmDfBCiNMSeeOHu87pjr2Hj2HnwWIANXmOT13eG8/8d2OtO9xw+BtIdlC3VhjUbVB1DUiaQaAwrEcbvL5wW53lf7/O/5hwNw/pir1HjmPmr/sMn2/VuD6OHCtHPV0AdevQbnhu9iYAwLjzeuDXPflYsCkn6FAr+h6uD4zoidcMytq5lacJ8JfHaprpvr73bHRp1QjzN+agcYNkHCurxOX9OuK/a/dXr9PGRMJ0r3bN8I8b+2PD/qO4bVhadXNjZm4hNh8oxH2fBq9FVH6y+X59YhS++nUfnjVZg3dJ3/Y4Xl6JV27oj0NFpYbrrH/mYvR9ap6p7cWC128agJKySvx5xrrqnoVmXNynPf527Wm4akAn/GZoN9z2/kp8rEsFSEqSoCkuSSKY7KdZMRIiQJ+OzTHz133VqQIdWzbC/2k3P//6zWDkFpQE7CADAA3rJ6Gk3PwFN7VZCvIKjfebaGMNVwArA7QNX3Z6BwzWJeoFq6Ha8XzN4KF/vMDTO2nRo8Ox5M8XoGe7ZtVNGYHoT9FNU+pV3437e2vvYhFPjo2vUPPGAnlwZN18q1CZDdpOad88aFNTLPL+Gi9d3w+v+mlqe+KyUwHU5NCd3rllrefXPlVTg3jbsDSM7uuZRsk32DKrn8HQF8HcNKQrbjmza51apNVPjAIAXNm/E3q0bYJx59ftFBGKSPYBf8GAb82O3kOjeuFv156OF689HZufHY0LdTWOEy45Bd89dD4mX3NarV6zDesnV9+5109Owo1aD65gsa6+xtwoP80378urf5eWtX7r7c+Pwet+hjUJ5qoBnfDYpb1rfZ6TTmiGHm1rbt70HQwyJ11S6/X+Ti+tmjQI+tt5a9Nm3DMMb986CNPuGILWTRoY1jwCnvOhkb9fdzreuNn5DiehuqJfRww70ZPzNHHMqfj4rjPx1i0D8e0DntYIf0OviAhuPKMrUuolo3Orxvj+0eERT59Wz08rgW8Svj/9tXPIWSe2rb5pv+x049yqYMEWAKyYOBLpj5vPBXTTjAoJX8P14Z1DcNe0X1DhE/DcPqwbUpsZ3wkOSWuN+y/siQdH9qq+i77j7O74YlWW4foAajUbeJujkpPE1JAGwbRtmoIOLRri6Stqj1/kPWkLBCc0axhxXord2rdoBOCI08WIKn2Hhmeu6INmKfVweT//iZ6DurUOmLsQae/IkaeegAWbcqv/DidXv2H9ZEwy6OnnLVvrJg3wvUEzn9XqJUl1s9btw7phX/7xms/mEwxc0rc9vl1/oNayId1bY+XOwwA834uIoEE9qe72fv+Invh+s2d7XVs3RmqzFIw16C375s0DUV7pecPqY9Lni/3PuKGYNGdT9UVWXzwRwcrHRgAKyCsqxYmpTf32igaAxg2S8duz0nDNwE4B1wuXvuyX9G2PiTMz0Kllozq1dpHcz5nZP4b1aINlO2pqumfcMwwHjpbWyk305qUGq5FzooasffOGOFBQUmf5H7QbkS6tG/s91h8a1cuw1tNqL157OgYa9AB8/FJzncEAT43z+mcurg6KI8298neOa5pSD0WlFXWWu2m+3oQPuM7vlYrM58fUScB85kr/XW8bpyTXybvo3bF59Y4UTjJn51aN8OhFvXBCs4b484x1dU4mgP8moAb1krDMoLeJN//Fu4P63h1aWMFlCbd1lY8GfY5Tx5aN8Iqfmq1QXHZ6BxQbnHgSTaauVtl7PHuPTd8K5bdvHVTn9VN/ewYmfJWBDfuP4o2b6+ZA9u/SEjtfGIP03UcC5hXVS05CPa3SqeZta+/tZ/Zog1n31fQ49j02T2jmufM3UwMgInVuvqykPw+1atIAb90yEGd2b13n+K1SCvMfOg/r9x+1ZeL2z8YNrXWuHdStNdbuza/+e/0zF5vellENWfe2Taqbw+2wfOIIw2vFeBcMiOvlb0wtoyF7AvFXA2mlFRNHYMCz8/HLYyPxzZp9OFxck3AfTicUO7BJUfOH88Jr3jCbSAt4hnBY+ZhxM6WI4L4Le1YnyyooPDyqF56MYMLjGwZ3wZOX9cbdw40/W6RNivrcEQpPJL1bvXyT59+4eSA+uGNI0Nd1a+MJ9vTJ9L67hNPDUdjFX5OiXtOUevjnTQPw/SPD/TbJikhISdw9tVzKi4IktseSMad1QJumKYaddnq2a4arB3TGhadE//PqL/JmzqO+Y/k9ZDAsjd2mjxsa0VRqiaxJSj1sfe4StGhUH7cNS6uV5nKnS1JQEr6Gy2vCmFOx5/AxfLv+gN8xfeppgwHqB4Zb+PBwFJaWm3qPviZ6hdXXtp1SL7k6B8YbmfsmxQeTnCS27mj+mlzJvPNPDr2HpK9wT8+TrzkNV/XviJNOaIbTO7fADYO7YNHm3OAvDIE3sdtNTm7XzLHa3R6pTbHhmYuD9r40ExA6xd95yIomxTVPjsKxskrT6//h/B7Ye7hmyAR/scqd53THned0N6xRWve0J+/xsUtPRedWjTDmtA4oOF6Ofl1a4v4gQ4w8fump1Z0iAmnbtAEOFtUd4kA/PEuoTW1nndgGP2/3tIJc3q8j2rtoUNmUekkorQihJ5lJSw1618YSBlwGep5gnJh59oltcf+FJ+F23dQ1LRrXt3SOt0FdW+GBET1xy9C6uSC92oXW0zAYt3W5vaRve8zS9aZKBP3DSEq3SpOUehhxqqfmwduc9X2dgCuyu+2bz+yCqUvDHxvKauuevggNkpOwQsvNckKwYAtA2J0cgtEPUxGuQL3mnrysNz5esRs78ooRzlwXLRs3QMsQYvQJl5wa0va/f+R8NG9UHy/N24Lpv+xF/y4tq8eHappSD/de4H8Ov2E92mB03/a48YwuWJp5EHd9mI4r+nU0DLhevbEfHvrP2uq/U5s1NAy4vEN4TAhjztkP7xyCfy7chiu0m6Zwnd8rFT9uzav+29vr3ciMe87CDhNjAt51Tne89cP2sMvk6/Zh3fDD1jxL9l8nMeDS8d6R+btLSkoSPHyRvbOYJyWJ36rs0X39T0sTjkA9skLlr9dUKNw2KrCdFj063LKctasHdsIL3242te73j5yPbbnmB1GNdF7NSC4EdvBeXPXN6W6b/gMwnhjdCg3rR55FEigf685zumPlzsPYkVcctLn8z6NPxrknpeLyN36KuExmeWec8P78N4Yw799nupHWR5zarrpG6pyT2uKnzIPVz109oBOuHtC5OuB65YZ+OOektkhtloLuE2oPcNugXlLYSeT1k5MsuR55p2/zli3QVFqeIVeC9yb/08UnY+fB4uobukgFyqmOJQy4dLzV+G5tQXdj234sjvbrBoFG5A+VN6HajB6pTasvOkYmXd0Xk7/dDIGnG/eVA8z1RIo13t6Cw09OdWWgLyJIa9MYu0yOMB7MjHuG4dq3l1UPjhqJYIP+ttem1wqWKP3H4f5rk8Jldi4/s+f6gV1bYvWe/IA3lG/dOhATv8rAoaIy5BSWYPK1nh66J6Y2QZOUetVjJ+r9+67gOZbR4r2uvHpjP/SNYIBT320adURJdAy4dIZ0b4N5G3Kqk4mB+BtQ76Xr++HRL9ZWzwfoNu/cOhBNU9zTjTfRdGjRCK+Njb1xi0JVXZvtbDECmvvgeXWGqwlXsOFEQhEs4Bp/ySno16UFzu3Z1pL3C0Wadu4ONtn7rUO74fP0rKCzTHxx91l45r8bAo4z2LxhfcNerAsfGV5n2dAerbF8x2FbhuuI1NUD6gaGZC0GXDp3np2Gi/u0q5XoG053Vu/Itt4pd9zkukGdcd0g9x5Yo/u6r7YhFjwyqheKytw5FMT9I3qiTRPzvXkDmT5uKMZOWV5raqxwtNTyLvU3V25jVx6XFRY8fL7f5smG9ZMdu3g3rJ9sKrA8vXNLU+slJwn+amFzVlV1oO++gIvsx4BLR0Qs6VV1RlorzMk4gFQTU2iYMfOPZ6GdifF3KHH9n5+Rp93gYQu71w/t0Qbv3jY44DRTZgzq1hrv3TYY5/aKfi1MPAh1qrBAzuuVisW6pO24FiRPmOIbAy4T/jNuaEgBzys39Md9FxRb1ntxQNfozVNI5HbBJmc2a2QcjYUVy967bTA27D+KjH1HnS6K7c4+qS1W7jqMji7rIU7RwYDLhDN7tAlp/Yb1k6snHSYiIv8a1EvCgK6tEuLG8v8uPAnXD+6MjjE+vAGFhyPNExERRUFSkjDYSmAMuIiIiIhsxoCLiIiIyGZRD7hEZLSIbBGRTBEZH+33JyIiosSknJpIFVEOuEQkGcCbAC4B0BvATSISfBp3IiIiogjtP1ri2HtHu4ZrCIBMpdQOpVQZgOkAroxyGYiIiCgBHUiggKsTgL26v7O0ZbWIyDgRSReR9Ly8BBkQj4iIiGzx7JV9AFg7aG+ooh1wGY2vW6dBVSk1RSk1WCk1ODU1shGliYiIKLH9Zlgadk2+FC0aOTdXb7QDriwAXXR/dwawP8plICIiIoqqaAdcvwDoKSLdRaQBgLEAZkW5DERERERRFdWpfZRSFSJyH4B5AJIBTFVKbYhmGYiIiIiiLepzKSql5gCYE+33JSIiInIKR5onIiIishkDLiIiIiKbMeAiIiIishkDLiIiIiKbMeAiIiIishkDLiIiIiKbMeAiIiIishkDLiIiIiKbMeAiIiIispkopZwuQ0Aikgdgt81v0xbAQZvfg+zF3zD28TeMffwNYx9/w8h1U0ql+i50fcAVDSKSrpQa7HQ5KHz8DWMff8PYx98w9vE3tA+bFImIiIhsxoCLiIiIyGYMuDymOF0Aihh/w9jH3zD28TeMffwNbcIcLiIiIiKbsYaLiIiIyGYJFXCJyGgR2SIimSIy3uB5EZHXtefXichAJ8pJ/pn4DYeLyFERWaP9e9KJcpIxEZkqIrkist7P8zwGXc7Eb8hj0OVEpIuILBKRTSKyQUQeMFiHx6LFEibgEpFkAG8CuARAbwA3iUhvn9UuAdBT+zcOwNtRLSQFZPI3BIAlSqn+2r+/RrWQFMw0AKMDPM9j0P2mIfBvCPAYdLsKAI8opU4FMBTAvbwe2i9hAi4AQwBkKqV2KKXKAEwHcKXPOlcC+Eh5LAfQUkQ6RLug5JeZ35BcTCm1GMDhAKvwGHQ5E78huZxSKlsptVp7XAhgE4BOPqvxWLRYIgVcnQDs1f2dhbo7mJl1yDlmf59hIrJWRL4VkT7RKRpZhMdgfOAxGCNEJA3AAAArfJ7isWixek4XIIrEYJlvF00z65BzzPw+q+GZVqFIRMYA+BqeKnGKDTwGYx+PwRghIk0BzADwoFKqwPdpg5fwWIxAItVwZQHoovu7M4D9YaxDzgn6+yilCpRSRdrjOQDqi0jb6BWRIsRjMMbxGIwNIlIfnmDrE6XUVwar8Fi0WCIFXL8A6Cki3UWkAYCxAGb5rDMLwG1a74yhAI4qpbKjXVDyK+hvKCLtRUS0x0Pg2ccPRb2kFC4egzGOx6D7ab/P+wA2KaVe8bMaj0WLJUyTolKqQkTuAzAPQDKAqUqpDSJyt/b8OwDmABgDIBPAMQB3OFVeqsvkb3gdgHtEpALAcQBjFUf3dQ0R+QzAcABtRSQLwFMA6gM8BmOFid+Qx6D7nQ3gNwAyRGSNtmwigK4Aj0W7cKR5IiIiIpslUpMiERERkSMYcBERERHZjAEXERERkc0YcBERERHZjAEXERERJbxgE7MbrH+DiGzUJgD/NOj67KVIREREiU5EzgNQBM8ckn2DrNsTwOcALlRKHRGRE5RSuYFewxouIiIiSnhGE7OLyIkiMldEVonIEhE5RXvq9wDeVEod0V4bMNgCGHARERER+TMFwP8ppQYBeBTAW9ryXgB6ichSEVkuIqODbShhRponIiIiMkub3PssAF9os1UBQIr2/3rwTMo+HJ55JpeISF+lVL6/7THgIiIiIqorCUC+Uqq/wXNZAJYrpcoB7BSRLfAEYL8E2hgRERER6SilCuAJpq4HPJN+i0g/7emvAVygLW8LTxPjjkDbY8BFRERECU+bmH0ZgJNFJEtE7gJwC4C7RGQtgA0ArtRWnwfgkIhsBLAIwJ+UUocCbp/DQhARERHZizVcRERERDZjwEVERERkMwZcRERERDZjwEVERERkMwZcRERERDZjwEVERERkMwZcRERERDZjwEVERERks/8Hh2FzGf0ieLwAAAAASUVORK5CYII=", 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